{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  设计行业的人才需求及行业划分\n",
    "* 数据价值宣言：跟设计有关联的工作非常多，本项目意在挖掘跟设计有关联的招聘信息。从而查看各个行业对设计人才的需求，对于想走设计方向的人员来说，可一目了然了解自己想工作的行业的要求。\n",
    "\n",
    "* 使用价值：从众多招聘要求里挖掘出，究竟哪些技能是设计人员必备的技能，方便设计人员提前做准备、提升该方面的技能。\n",
    "# 数据最小可用产品\n",
    "* 设计行业的相关招聘信息，意在给想从事设计行业、但是没有头绪或者不知道该掌握哪些技能的人员，提供一个参考。\n",
    "\n",
    "\n",
    "* 数据：（共有6000+条数据）\n",
    "\n",
    "\n",
    "1、公司类型，主要抓取“2018互联网300强”公司的招聘信息。虽然排名是2018的，但是招聘信息发布是最近的。\n",
    "\n",
    "\n",
    "2、行业：“互联网·游戏·软件”这个大分类。\n",
    "\n",
    "3、细分行业：“互联网·游戏·软件”这个大分类下的所有细分类，包括“互联网/电商”、“游戏产业”、“计算机软件”以及“IT服务”。\n",
    "\n",
    "# 挖掘Query参数\n",
    "* key:设计\n",
    "* industries:行业\n",
    "* compTag:公司类型\n",
    "* salary:薪资\n",
    "* curPage:自动翻页"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 获取行业和链接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电商': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=040&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '游戏产业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=420&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '计算机软件': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=010&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " 'IT服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_01&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=030&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '电子/芯片/半导体': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=050&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '通信业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=060&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '计算机/网络设备': '/zhaopin/?subIndustry=&init=-1&industryType=industry_02&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=020&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '房地产/建筑': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=080&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '规划/设计/装潢': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=100&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '房地产服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_03&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=090&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '银行': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=130&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '保险': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=140&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '基金/证券/投资': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=150&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '会计/审计': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=430&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '信托/担保/拍卖': '/zhaopin/?subIndustry=&init=-1&industryType=industry_04&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=500&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '快消品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=190&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '批发零售': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=240&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '服装纺织': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=200&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '家具/家电': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=210&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '办公设备': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=220&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '奢侈品/收藏品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=460&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '珠宝/玩具/工艺品': '/zhaopin/?subIndustry=&init=-1&industryType=industry_05&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=470&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '汽车/摩托车': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=350&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '机械/机电/重工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=360&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '印刷/包装/造纸': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=180&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '原材料加工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=370&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '仪器/电气/自动化': '/zhaopin/?subIndustry=&init=-1&industryType=industry_06&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=340&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '制药/生物工程': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=270&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '医疗/保健/美容': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=280&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '医疗器械': '/zhaopin/?subIndustry=&init=-1&industryType=industry_10&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=290&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '能源/水利': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=330&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '石油/化工': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=310&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '采掘/冶炼/矿产': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=320&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '环保': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=300&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '新能源': '/zhaopin/?subIndustry=&init=-1&industryType=industry_11&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=490&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '专业服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=120&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '中介服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=110&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '外包服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=440&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '检测/认证': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=450&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '餐饮/酒旅/服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=230&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '文体娱乐': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=260&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '租赁服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_07&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=510&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '广告/市场/会展': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=070&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '影视文化': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=170&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '教育培训': '/zhaopin/?subIndustry=&init=-1&industryType=industry_08&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=380&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '交通/物流/运输': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=250&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '贸易/进出口': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=160&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '航空/航天': '/zhaopin/?subIndustry=&init=-1&industryType=industry_09&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=480&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '政务/公共服务': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=390&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '农林牧渔': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=410&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89',\n",
       " '其他行业': '/zhaopin/?subIndustry=&init=-1&industryType=industry_12&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=400&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89'}"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "session = HTMLSession()\n",
    "r = session.get( url )\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "主要元素 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')\n",
    "\n",
    "行业数据选择器链结 = r.html.xpath('//div[@data-selector=\"search-conditions\"]')[0] \\\n",
    "                    .xpath('//dt[@class=\"search-title\"]/following-sibling::dd')[1] \\\n",
    "                    .xpath('//div[contains(@class,\"sub-industry\")]/a')\n",
    "\n",
    "行业数据选择器链结 = { x.xpath(\"a/text()\")[0]:x.xpath(\"a/@href\")[0] for x in 行业数据选择器链结}\n",
    "行业数据选择器链结"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "scheme       1\n",
       "netloc       1\n",
       "path         1\n",
       "params       1\n",
       "query       51\n",
       "fragment     1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "链接分析=[ urlparse(x) for x in 行业数据选择器链结.values()]\n",
    "df = pd.DataFrame(链接分析)\n",
    "# 观察链接分析\n",
    "# df.info()\n",
    "df.nunique()   # df.nunique() 返回的是唯一值的个数\n",
    "# df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ckid              1\n",
      "d_ckId            1\n",
      "d_curPage         1\n",
      "d_headId          1\n",
      "d_pageSize        1\n",
      "d_sfrom           1\n",
      "flushckid         1\n",
      "fromSearchBtn     1\n",
      "headckid          1\n",
      "industries       51\n",
      "industryType     12\n",
      "init              1\n",
      "siTag             1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ckid</th>\n",
       "      <th>d_ckId</th>\n",
       "      <th>d_curPage</th>\n",
       "      <th>d_headId</th>\n",
       "      <th>d_pageSize</th>\n",
       "      <th>d_sfrom</th>\n",
       "      <th>flushckid</th>\n",
       "      <th>fromSearchBtn</th>\n",
       "      <th>headckid</th>\n",
       "      <th>industries</th>\n",
       "      <th>industryType</th>\n",
       "      <th>init</th>\n",
       "      <th>siTag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>040</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>420</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>010</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>030</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>050</td>\n",
       "      <td>industry_02</td>\n",
       "      <td>-1</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               ckid                            d_ckId d_curPage  \\\n",
       "0  fe73413c39ef3995  20fe2c79d92c9f36ed95442f1d34fc89         0   \n",
       "1  fe73413c39ef3995  20fe2c79d92c9f36ed95442f1d34fc89         0   \n",
       "2  fe73413c39ef3995  20fe2c79d92c9f36ed95442f1d34fc89         0   \n",
       "3  fe73413c39ef3995  20fe2c79d92c9f36ed95442f1d34fc89         0   \n",
       "4  fe73413c39ef3995  20fe2c79d92c9f36ed95442f1d34fc89         0   \n",
       "\n",
       "                           d_headId d_pageSize         d_sfrom flushckid  \\\n",
       "0  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown         1   \n",
       "1  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown         1   \n",
       "2  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown         1   \n",
       "3  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown         1   \n",
       "4  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown         1   \n",
       "\n",
       "  fromSearchBtn          headckid industries industryType init  \\\n",
       "0             2  fe73413c39ef3995        040  industry_01   -1   \n",
       "1             2  fe73413c39ef3995        420  industry_01   -1   \n",
       "2             2  fe73413c39ef3995        010  industry_01   -1   \n",
       "3             2  fe73413c39ef3995        030  industry_01   -1   \n",
       "4             2  fe73413c39ef3995        050  industry_02   -1   \n",
       "\n",
       "                                           siTag  \n",
       "0  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "1  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "2  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "3  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  \n",
       "4  1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 对query再解析\n",
    "# df_qs = pd.DataFrame([ parse_qs(x) for x in df['query'] ])\n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "print (df_qs.nunique())\n",
    "df_qs.head()\n",
    "# df_qs[['keyword','compTag']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['040'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89']}\n",
      "{'互联网/电商': '040', '游戏产业': '420', '计算机软件': '010', 'IT服务': '030', '电子/芯片/半导体': '050', '通信业': '060', '计算机/网络设备': '020', '房地产/建筑': '080', '规划/设计/装潢': '100', '房地产服务': '090', '银行': '130', '保险': '140', '基金/证券/投资': '150', '会计/审计': '430', '信托/担保/拍卖': '500', '快消品': '190', '批发零售': '240', '服装纺织': '200', '家具/家电': '210', '办公设备': '220', '奢侈品/收藏品': '460', '珠宝/玩具/工艺品': '470', '汽车/摩托车': '350', '机械/机电/重工': '360', '印刷/包装/造纸': '180', '原材料加工': '370', '仪器/电气/自动化': '340', '制药/生物工程': '270', '医疗/保健/美容': '280', '医疗器械': '290', '能源/水利': '330', '石油/化工': '310', '采掘/冶炼/矿产': '320', '环保': '300', '新能源': '490', '专业服务': '120', '中介服务': '110', '外包服务': '440', '检测/认证': '450', '餐饮/酒旅/服务': '230', '文体娱乐': '260', '租赁服务': '510', '广告/市场/会展': '070', '影视文化': '170', '教育培训': '380', '交通/物流/运输': '250', '贸易/进出口': '160', '航空/航天': '480', '政务/公共服务': '390', '农林牧渔': '410', '其他行业': '400'}\n"
     ]
    }
   ],
   "source": [
    "# 创建参数模板\n",
    "def parse_url_qs_for_compTag (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "参数模板 = parse_url_qs_for_compTag(list(行业数据选择器链结.values())[0])\n",
    "print(参数模板)\n",
    "\n",
    "[ parse_url_qs_for_compTag(x)['industries'][0] for x in 行业数据选择器链结.values()]\n",
    "\n",
    "字典_compTag = { k:parse_url_qs_for_compTag(v)['industries'][0] for k,v in 行业数据选择器链结.items()}\n",
    "print (字典_compTag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'互联网/电商': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['040'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '游戏产业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['420'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '计算机软件': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['010'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, 'IT服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['030'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '电子/芯片/半导体': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['050'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '通信业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['060'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '计算机/网络设备': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['020'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '房地产/建筑': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['080'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '规划/设计/装潢': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['100'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '房地产服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['090'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '银行': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['130'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '保险': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['140'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '基金/证券/投资': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['150'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '会计/审计': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['430'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '信托/担保/拍卖': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['500'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '快消品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['190'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '批发零售': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['240'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '服装纺织': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['200'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '家具/家电': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['210'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '办公设备': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['220'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '奢侈品/收藏品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['460'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '珠宝/玩具/工艺品': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['470'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '汽车/摩托车': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['350'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '机械/机电/重工': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['360'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '印刷/包装/造纸': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['180'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '原材料加工': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['370'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '仪器/电气/自动化': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['340'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '制药/生物工程': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['270'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '医疗/保健/美容': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['280'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '医疗器械': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['290'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '能源/水利': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['330'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '石油/化工': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['310'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '采掘/冶炼/矿产': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['320'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '环保': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['300'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '新能源': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['490'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '专业服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['120'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '中介服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['110'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '外包服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['440'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '检测/认证': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['450'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '餐饮/酒旅/服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['230'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '文体娱乐': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['260'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '租赁服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['510'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '广告/市场/会展': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['070'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '影视文化': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['170'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '教育培训': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['380'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '交通/物流/运输': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['250'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '贸易/进出口': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['160'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '航空/航天': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['480'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '政务/公共服务': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['390'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '农林牧渔': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['410'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}, '其他行业': {'init': ['-1'], 'industryType': ['industry_01'], 'headckid': ['fe73413c39ef3995'], 'flushckid': ['1'], 'fromSearchBtn': ['2'], 'industries': ['400'], 'ckid': ['fe73413c39ef3995'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'keyword': ['设计']}}\n"
     ]
    }
   ],
   "source": [
    "def 参数模板生成(industries , keyword ):\n",
    "    参数 = 参数模板.copy()\n",
    "    参数['industries'] = industries\n",
    "    参数['keyword'] = keyword\n",
    "    return (参数)\n",
    "\n",
    "数据分析参数 = { k:参数模板生成(industries= [v], keyword = ['设计']) for k,v in 字典_compTag.items()}\n",
    "print(数据分析参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://www.liepin.com/zhaopin/?init=-1&industryType=industry_01&headckid=fe73413c39ef3995&flushckid=1&fromSearchBtn=2&industries=420&ckid=fe73413c39ef3995&siTag=1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_unknown&d_ckId=20fe2c79d92c9f36ed95442f1d34fc89&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89&keyword=%E8%AE%BE%E8%AE%A1'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 取出行业细分领域游戏产业的链接\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "session = HTMLSession()\n",
    "payload = 数据分析参数['游戏产业']\n",
    "r = session.get( url, params = payload)\n",
    "r.url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def requests_liepin( url, params):\n",
    "    r = session.get( url , params = payload)\n",
    "\n",
    "    # 先取特定元素, 精准打击其子后辈\n",
    "    主要元素 = r.html.xpath( '//ul[@class=\"sojob-list\"]/li')\n",
    "\n",
    "    # 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "    dict_xpaths={ \n",
    "        'text': {\n",
    "            'edu':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]',\n",
    "            '经验':      '//div[contains(@class,\"job-info\")]/p/span[@class=\"edu\"]/following-sibling::span',\n",
    "            '薪水':    '//div[contains(@class,\"job-info\")]/p/span[@class=\"text-warning\"]', \n",
    "            '时间':    '//div[contains(@class,\"job-info\")]/p/time/@title', \n",
    "            '职称':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司地点': '//div[contains(@class,\"job-info\")]/p/a',\n",
    "            '公司名称': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        },\n",
    "        'text_content': {\n",
    "        },\n",
    "        'href': {\n",
    "            '链结':    '//div[contains(@class,\"job-info\")]/h3/a', \n",
    "            '公司URL': '//div[contains(@class,\"sojob-item-main\")]//p[@class=\"company-name\"]/a', \n",
    "        }\n",
    "    }\n",
    "\n",
    "    def get_e_text_content(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [e.xpath(_xpath_)[0].lxml.text_content() for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_text(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [\"\".join([x.strip() if type(x) is str else x.text.strip() for x in e.xpath(_xpath_)]) for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    def get_e_href(_xpath_):\n",
    "        # 高级列表推导\n",
    "        暂存结果 = [list(e.xpath(_xpath_, first=True).absolute_links)[0] \\\n",
    "                   if len(e.xpath(_xpath_, first=True).absolute_links) >= 1  \\\n",
    "                   else \"\" for e in 主要元素]\n",
    "        return(暂存结果)\n",
    "\n",
    "    # 只对主要元素下进行.xpath取值\n",
    "    数据字典 = dict()\n",
    "\n",
    "    数据字典 = {k:get_e_text_content(v) for k,v in dict_xpaths['text_content'].items()}\n",
    "    数据字典.update({k:get_e_text(v) for k,v in dict_xpaths['text'].items()})\n",
    "    数据字典.update({k:get_e_href(v) for k,v in dict_xpaths['href'].items()})\n",
    "\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    #数据.to_excel(\"20春_Web数据挖掘_week03_liepin.xlsx\", sheet_name=\"搜查结果\")\n",
    "    return (数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "\n",
    "list_df = list()\n",
    "for k,v in 数据分析参数.items():\n",
    "    payload = v\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    df = df.assign (热门公司类型 = k)    \n",
    "    list_df.append(df)\n",
    "\n",
    "df_all = pd.concat(list_df)\n",
    "df_all.to_excel('数据分析.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scheme</th>\n",
       "      <th>netloc</th>\n",
       "      <th>path</th>\n",
       "      <th>params</th>\n",
       "      <th>query</th>\n",
       "      <th>fragment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=fe73413c39ef3995&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=fe73413c39ef3995&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=fe73413c39ef3995&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=fe73413c39ef3995&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=fe73413c39ef3995&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>init=-1&amp;headckid=fe73413c39ef3995&amp;fromSearchBt...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  scheme netloc       path params  \\\n",
       "0                /zhaopin/          \n",
       "1                /zhaopin/          \n",
       "2                /zhaopin/          \n",
       "3                /zhaopin/          \n",
       "4                /zhaopin/          \n",
       "5                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  init=-1&headckid=fe73413c39ef3995&fromSearchBt...           \n",
       "1  init=-1&headckid=fe73413c39ef3995&fromSearchBt...           \n",
       "2  init=-1&headckid=fe73413c39ef3995&fromSearchBt...           \n",
       "3  init=-1&headckid=fe73413c39ef3995&fromSearchBt...           \n",
       "4  init=-1&headckid=fe73413c39ef3995&fromSearchBt...           \n",
       "5  init=-1&headckid=fe73413c39ef3995&fromSearchBt...           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scheme      1\n",
      "netloc      1\n",
      "path        1\n",
      "params      1\n",
      "query       5\n",
      "fragment    1\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ckid</th>\n",
       "      <th>curPage</th>\n",
       "      <th>d_ckId</th>\n",
       "      <th>d_curPage</th>\n",
       "      <th>d_headId</th>\n",
       "      <th>d_pageSize</th>\n",
       "      <th>d_sfrom</th>\n",
       "      <th>fromSearchBtn</th>\n",
       "      <th>headckid</th>\n",
       "      <th>industries</th>\n",
       "      <th>industryType</th>\n",
       "      <th>init</th>\n",
       "      <th>keyword</th>\n",
       "      <th>siTag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>fff5700a265f2cf0°radeFlag=0</td>\n",
       "      <td>1</td>\n",
       "      <td>c093c8f02826f027c74b2ea574d1e67d</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>420</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>fff5700a265f2cf0°radeFlag=0</td>\n",
       "      <td>2</td>\n",
       "      <td>c093c8f02826f027c74b2ea574d1e67d</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>420</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>fff5700a265f2cf0°radeFlag=0</td>\n",
       "      <td>3</td>\n",
       "      <td>c093c8f02826f027c74b2ea574d1e67d</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>420</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>fff5700a265f2cf0°radeFlag=0</td>\n",
       "      <td>4</td>\n",
       "      <td>c093c8f02826f027c74b2ea574d1e67d</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>420</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>fff5700a265f2cf0°radeFlag=0</td>\n",
       "      <td>1</td>\n",
       "      <td>c093c8f02826f027c74b2ea574d1e67d</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>420</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>fff5700a265f2cf0°radeFlag=0</td>\n",
       "      <td>9</td>\n",
       "      <td>c093c8f02826f027c74b2ea574d1e67d</td>\n",
       "      <td>0</td>\n",
       "      <td>20fe2c79d92c9f36ed95442f1d34fc89</td>\n",
       "      <td>40</td>\n",
       "      <td>search_unknown</td>\n",
       "      <td>2</td>\n",
       "      <td>fe73413c39ef3995</td>\n",
       "      <td>420</td>\n",
       "      <td>industry_01</td>\n",
       "      <td>-1</td>\n",
       "      <td>设计</td>\n",
       "      <td>1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          ckid curPage                            d_ckId  \\\n",
       "0  fff5700a265f2cf0°radeFlag=0       1  c093c8f02826f027c74b2ea574d1e67d   \n",
       "1  fff5700a265f2cf0°radeFlag=0       2  c093c8f02826f027c74b2ea574d1e67d   \n",
       "2  fff5700a265f2cf0°radeFlag=0       3  c093c8f02826f027c74b2ea574d1e67d   \n",
       "3  fff5700a265f2cf0°radeFlag=0       4  c093c8f02826f027c74b2ea574d1e67d   \n",
       "4  fff5700a265f2cf0°radeFlag=0       1  c093c8f02826f027c74b2ea574d1e67d   \n",
       "5  fff5700a265f2cf0°radeFlag=0       9  c093c8f02826f027c74b2ea574d1e67d   \n",
       "\n",
       "  d_curPage                          d_headId d_pageSize         d_sfrom  \\\n",
       "0         0  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown   \n",
       "1         0  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown   \n",
       "2         0  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown   \n",
       "3         0  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown   \n",
       "4         0  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown   \n",
       "5         0  20fe2c79d92c9f36ed95442f1d34fc89         40  search_unknown   \n",
       "\n",
       "  fromSearchBtn          headckid industries industryType init keyword  \\\n",
       "0             2  fe73413c39ef3995        420  industry_01   -1      设计   \n",
       "1             2  fe73413c39ef3995        420  industry_01   -1      设计   \n",
       "2             2  fe73413c39ef3995        420  industry_01   -1      设计   \n",
       "3             2  fe73413c39ef3995        420  industry_01   -1      设计   \n",
       "4             2  fe73413c39ef3995        420  industry_01   -1      设计   \n",
       "5             2  fe73413c39ef3995        420  industry_01   -1      设计   \n",
       "\n",
       "                                           siTag  \n",
       "0  1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA  \n",
       "1  1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA  \n",
       "2  1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA  \n",
       "3  1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA  \n",
       "4  1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA  \n",
       "5  1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 需要模组库\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "import pandas as pd\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "# 总体目标：输入 href_列表, 建构出参数字典\n",
    "xpath_翻页a = '//div[@class=\"pagerbar\"]/a' # 有disabled, current等href是javascript\n",
    "xpath_翻页a = '//div[@class=\"pagerbar\"]/a[starts-with(@href,\"/zhaopin\")]'\n",
    "# print (r.html.xpath(xpath_翻页a)) # 物件\n",
    "\n",
    "href_列表 = [x.xpath('//@href')[0] for x in r.html.xpath(xpath_翻页a)]\n",
    "#print (href_列表)\n",
    "\n",
    "文字_列表 = [x.text for x in r.html.xpath(xpath_翻页a)]\n",
    "#print (文字_列表)\n",
    "\n",
    "href_字典 = {x.text:x.xpath('//@href')[0]  for x in r.html.xpath(xpath_翻页a)}\n",
    "# print (href_字典)\n",
    "\n",
    "\n",
    "# urlparse 解析后丢入数据框\n",
    "df = pd.DataFrame([ urlparse(x) for x in href_列表])\n",
    "df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "\n",
    "display(df)\n",
    "print(df.nunique())\n",
    "display(df_qs)\n",
    "# print(df_qs.nunique())\n",
    "\n",
    "df_qs.curPage\n",
    "df_qs = df_qs.assign (curPage_int=df_qs.curPage.astype(int)) # 变成整数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'init': ['-1'], 'headckid': ['fe73413c39ef3995'], 'fromSearchBtn': ['2'], 'ckid': ['fff5700a265f2cf0°radeFlag=0'], 'industryType': ['industry_01'], 'industries': ['420'], 'keyword': ['设计'], 'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'], 'd_sfrom': ['search_unknown'], 'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'], 'd_curPage': ['0'], 'd_pageSize': ['40'], 'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'], 'curPage': ['1']}\n",
      "{'2': '/zhaopin/?init=-1&headckid=fe73413c39ef3995&fromSearchBtn=2&ckid=fff5700a265f2cf0°radeFlag=0&industryType=industry_01&industries=420&keyword=%E8%AE%BE%E8%AE%A1&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7Eg7FNUaAoUFq1nVroUHCUFA&d_sfrom=search_unknown&d_ckId=c093c8f02826f027c74b2ea574d1e67d&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89&curPage=1', '3': '/zhaopin/?init=-1&headckid=fe73413c39ef3995&fromSearchBtn=2&ckid=fff5700a265f2cf0°radeFlag=0&industryType=industry_01&industries=420&keyword=%E8%AE%BE%E8%AE%A1&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7Eg7FNUaAoUFq1nVroUHCUFA&d_sfrom=search_unknown&d_ckId=c093c8f02826f027c74b2ea574d1e67d&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89&curPage=2', '4': '/zhaopin/?init=-1&headckid=fe73413c39ef3995&fromSearchBtn=2&ckid=fff5700a265f2cf0°radeFlag=0&industryType=industry_01&industries=420&keyword=%E8%AE%BE%E8%AE%A1&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7Eg7FNUaAoUFq1nVroUHCUFA&d_sfrom=search_unknown&d_ckId=c093c8f02826f027c74b2ea574d1e67d&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89&curPage=3', '5': '/zhaopin/?init=-1&headckid=fe73413c39ef3995&fromSearchBtn=2&ckid=fff5700a265f2cf0°radeFlag=0&industryType=industry_01&industries=420&keyword=%E8%AE%BE%E8%AE%A1&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7Eg7FNUaAoUFq1nVroUHCUFA&d_sfrom=search_unknown&d_ckId=c093c8f02826f027c74b2ea574d1e67d&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89&curPage=4', '下一页': '/zhaopin/?init=-1&headckid=fe73413c39ef3995&fromSearchBtn=2&ckid=fff5700a265f2cf0°radeFlag=0&industryType=industry_01&industries=420&keyword=%E8%AE%BE%E8%AE%A1&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7Eg7FNUaAoUFq1nVroUHCUFA&d_sfrom=search_unknown&d_ckId=c093c8f02826f027c74b2ea574d1e67d&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89&curPage=1', '': '/zhaopin/?init=-1&headckid=fe73413c39ef3995&fromSearchBtn=2&ckid=fff5700a265f2cf0°radeFlag=0&industryType=industry_01&industries=420&keyword=%E8%AE%BE%E8%AE%A1&siTag=1B2M2Y8AsgTpgAmY7PhCfg%7Eg7FNUaAoUFq1nVroUHCUFA&d_sfrom=search_unknown&d_ckId=c093c8f02826f027c74b2ea574d1e67d&d_curPage=0&d_pageSize=40&d_headId=20fe2c79d92c9f36ed95442f1d34fc89&curPage=9'}\n"
     ]
    }
   ],
   "source": [
    "def parse_url_qs_for_curPage (url):\n",
    "    six_parts = urlparse(url) \n",
    "    out = parse_qs(six_parts.query)\n",
    "    return (out)\n",
    "\n",
    "# 取一例做模板\n",
    "翻页参数模板 = parse_url_qs_for_curPage(href_列表[0])\n",
    "print (翻页参数模板)\n",
    "\n",
    "print (href_字典)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "9\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{0: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [0]},\n",
       " 1: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [1]},\n",
       " 2: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [2]},\n",
       " 3: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [3]},\n",
       " 4: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [4]},\n",
       " 5: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [5]},\n",
       " 6: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [6]},\n",
       " 7: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [7]},\n",
       " 8: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [8]},\n",
       " 9: {'init': ['-1'],\n",
       "  'headckid': ['fe73413c39ef3995'],\n",
       "  'fromSearchBtn': ['2'],\n",
       "  'ckid': ['fff5700a265f2cf0°radeFlag=0'],\n",
       "  'industryType': ['industry_01'],\n",
       "  'industries': ['420'],\n",
       "  'keyword': ['设计'],\n",
       "  'siTag': ['1B2M2Y8AsgTpgAmY7PhCfg~g7FNUaAoUFq1nVroUHCUFA'],\n",
       "  'd_sfrom': ['search_unknown'],\n",
       "  'd_ckId': ['c093c8f02826f027c74b2ea574d1e67d'],\n",
       "  'd_curPage': ['0'],\n",
       "  'd_pageSize': ['40'],\n",
       "  'd_headId': ['20fe2c79d92c9f36ed95442f1d34fc89'],\n",
       "  'curPage': [9]}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def 翻页参数模板生成(keyword, curPage):\n",
    "    翻页参数 = 翻页参数模板.copy()\n",
    "    翻页参数['curPage'] = curPage\n",
    "    翻页参数['keyword'] = keyword\n",
    "    return (翻页参数)\n",
    "\n",
    "参数_keyword_用户体验_curPage = { \n",
    "    i:翻页参数模板生成(curPage = [i], \\\n",
    "                  keyword = ['设计']) \\\n",
    "    for i,v in href_字典.items()\\\n",
    "    }\n",
    "\n",
    "# print(参数_keyword_用户体验_curPage) # 只生成本页有的额外翻页URL, 并没有推估到&curPage=9,也没有这页\n",
    "\n",
    "print (df_qs.curPage_int.min()) # 最小值只有1\n",
    "print (df_qs.curPage_int.max()) # 最大值只有9\n",
    "\n",
    "# 应该是 0 (本页)....9(最大值)\n",
    "\n",
    "参数_keyword_数据分析_curPage = { \n",
    "    i:翻页参数模板生成(curPage = [i], \\\n",
    "                  keyword = ['设计']) \\\n",
    "    for i in range(0,df_qs.curPage_int.max()+1)\\\n",
    "    }\n",
    "参数_keyword_数据分析_curPage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "设计 10\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:42: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 6min 40s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# B-3 多个页面+多个关键词\n",
    "import time\n",
    "from random import random\n",
    "\n",
    "url = \"https://www.liepin.com/zhaopin/\"\n",
    "xpath_翻页a = '//div[@class=\"pagerbar\"]/a[starts-with(@href,\"/zhaopin\")]'\n",
    "\n",
    "keywords = ['设计']\n",
    "list_df = list()\n",
    "\n",
    "## 第一页试探有多长的页面\n",
    "for key in keywords:\n",
    "    payload = 翻页参数模板生成(keyword=[key], curPage=['0'])\n",
    "    df = requests_liepin( url, params = payload)\n",
    "    href_列表 = [x.xpath('//@href')[0] for x in r.html.xpath(xpath_翻页a)]\n",
    "    df = pd.DataFrame([ urlparse(x) for x in href_列表])\n",
    "    df_qs = pd.DataFrame([{k:v[0] for k,v in parse_qs(x).items()} for x in df['query'] ])\n",
    "    df_qs = df_qs.assign (curPage_int=df_qs.curPage.astype(int)) # 变成整数\n",
    "    长度 = df_qs.curPage_int.max()+1\n",
    "    参数_keyword_X_curPage = { \n",
    "        i:翻页参数模板生成(curPage = [i], \\\n",
    "                      keyword = [key]) \\\n",
    "        for i in range(0,长度)\\\n",
    "        }\n",
    "    #print (参数_keyword_X_curPage)\n",
    "    print (key,长度)\n",
    "    \n",
    "    for k,v in 参数_keyword_X_curPage.items():\n",
    "        payload = v\n",
    "        df = requests_liepin( url, params = payload)\n",
    "        time.sleep(3+4*random())  #放慢脚步 3-7秒, 平均约5秒\n",
    "        df = df.assign (keyword = key)  # 区分  keyword    \n",
    "        df = df.assign (curPage = k)  # 区分  curPage    \n",
    "        list_df.append(df)\n",
    "        \n",
    "        for k,v in 数据分析参数.items():\n",
    "            payload = v\n",
    "            df = requests_liepin( url, params = payload)\n",
    "            df = df.assign (热门公司类型 = k)    \n",
    "            list_df.append(df)\n",
    "        \n",
    "df_all = pd.concat(list_df).reset_index()\n",
    "df_all.index.name = '序列'\n",
    "\n",
    "df_all.to_excel(\"数据分析_总.xlsx\",\\\n",
    "                sheet_name=\"_\".join(keywords))\n",
    "# 预估时间: 2*5秒*10 =100\n",
    "# 预估数量: 2*40*10 =800"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 表格处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level_0</th>\n",
       "      <th>序列</th>\n",
       "      <th>序列</th>\n",
       "      <th>curPage</th>\n",
       "      <th>学历</th>\n",
       "      <th>keyword</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>时间</th>\n",
       "      <th>热门公司类型</th>\n",
       "      <th>经验</th>\n",
       "      <th>职称</th>\n",
       "      <th>薪水</th>\n",
       "      <th>链结</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10053871/</td>\n",
       "      <td>南京世赢乾网络科技有限公司</td>\n",
       "      <td>南京</td>\n",
       "      <td>2020年05月01日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>游戏数值策划</td>\n",
       "      <td>12-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1926593215.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9247796/</td>\n",
       "      <td>火猫TV</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>DOTA/CSGO运营专员</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927964805.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8470247/</td>\n",
       "      <td>湖南草花互动网络科技有限公司</td>\n",
       "      <td>长沙</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>战略分析经理</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1927947555.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8639897/</td>\n",
       "      <td>祖龙娱乐</td>\n",
       "      <td>北京</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>公共关系经理</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1927926677.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>技术美术</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1927457507.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏过场动画设计师</td>\n",
       "      <td>10-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927455383.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>3D动作设计师</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927205819.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/1815720/</td>\n",
       "      <td>成都创人所爱科技股份有限公司</td>\n",
       "      <td>成都</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>教研经理（数学思维）</td>\n",
       "      <td>8-16k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927817377.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8369114/</td>\n",
       "      <td>甴曱</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>次世代场景模型师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1923531233.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8622734/</td>\n",
       "      <td>网石科技</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏市场策划</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1919013169.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9289493/</td>\n",
       "      <td>3K游戏</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>数值策划</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>https://www.liepin.com/job/1926393481.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10260621/</td>\n",
       "      <td>英礴(上海)信息科技有限公司</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>手游QA工程师/手游测试工程师 | QA Engineer, Mobile</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1926460581.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10194081/</td>\n",
       "      <td>武汉虚咖科技有限公司</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>休闲小游戏高级设计师（游戏策划岗）</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1924098311.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏运营专员</td>\n",
       "      <td>10-13k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927354013.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>3D动作</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1925144447.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>战斗策划</td>\n",
       "      <td>12-22k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1915832487.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9326766/</td>\n",
       "      <td>成都零点能量信息技术有限责任公司</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>golang开发工程师</td>\n",
       "      <td>16-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927787679.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9326766/</td>\n",
       "      <td>成都零点能量信息技术有限责任公司</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>java开发工程师</td>\n",
       "      <td>18-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927783543.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8639897/</td>\n",
       "      <td>祖龙娱乐</td>\n",
       "      <td>北京</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>高级招聘专员</td>\n",
       "      <td>12-18k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1927656305.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>图形渲染</td>\n",
       "      <td>30-60k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1927627717.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8894766/</td>\n",
       "      <td>那弩数码</td>\n",
       "      <td>石家庄-中山东路</td>\n",
       "      <td>2020年04月15日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>项目管理PM</td>\n",
       "      <td>2-4k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1918343267.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9242684/</td>\n",
       "      <td>厦门泡游网络科技有限公司</td>\n",
       "      <td>厦门</td>\n",
       "      <td>2020年04月14日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>高级2D原画师(场景向)</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1926857209.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/7908057/</td>\n",
       "      <td>谜笛信息科技</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>2020年04月10日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>服务器高级开发工程师</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1913387523.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>西安</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997979.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>昆明</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997977.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>贵阳</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997975.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>太原</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997973.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>成都</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997971.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>重庆</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997969.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997967.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20770</th>\n",
       "      <td>20770</td>\n",
       "      <td>20770</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12002053/</td>\n",
       "      <td>仪诺万(常州)连接技术有限公司</td>\n",
       "      <td>常州</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>Accountant会计</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1925926821.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20771</th>\n",
       "      <td>20771</td>\n",
       "      <td>20771</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9722318/</td>\n",
       "      <td>江苏伟博动力技术有限公司</td>\n",
       "      <td>无锡-惠山区</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>汽车项目销售</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1923854461.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20772</th>\n",
       "      <td>20772</td>\n",
       "      <td>20772</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/10081251/</td>\n",
       "      <td>营口雷法耐火材料有限公司</td>\n",
       "      <td>营口</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>Production Manager 生产经理</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>https://www.liepin.com/job/1922986175.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20773</th>\n",
       "      <td>20773</td>\n",
       "      <td>20773</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8126486/</td>\n",
       "      <td>光悦科技(深圳)有限公司</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>高级电子工程师</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1927251605.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20774</th>\n",
       "      <td>20774</td>\n",
       "      <td>20774</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9650436/</td>\n",
       "      <td>广州众投科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>服装设计师</td>\n",
       "      <td>7-11k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927810911.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20775</th>\n",
       "      <td>20775</td>\n",
       "      <td>20775</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9650436/</td>\n",
       "      <td>广州众投科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面辅料采购经理</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927536803.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20776</th>\n",
       "      <td>20776</td>\n",
       "      <td>20776</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>高级税务师</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1925472893.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20777</th>\n",
       "      <td>20777</td>\n",
       "      <td>20777</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>高级会计师</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1925472651.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20778</th>\n",
       "      <td>20778</td>\n",
       "      <td>20778</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>安装造价工程师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1923021621.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20779</th>\n",
       "      <td>20779</td>\n",
       "      <td>20779</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>土建造价工程师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1923021615.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20780</th>\n",
       "      <td>20780</td>\n",
       "      <td>20780</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/10041535/</td>\n",
       "      <td>博地控股集团有限公司</td>\n",
       "      <td>杭州-宁围</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>总裁秘书</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1922648561.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20781</th>\n",
       "      <td>20781</td>\n",
       "      <td>20781</td>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9318072/</td>\n",
       "      <td>江苏菲沃泰纳米科技有限公司</td>\n",
       "      <td>无锡-惠山区</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>财务总监</td>\n",
       "      <td>25-35k·20薪</td>\n",
       "      <td>https://www.liepin.com/job/1915792154.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20782</th>\n",
       "      <td>20782</td>\n",
       "      <td>20782</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>法务经理（高级律师）</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1921792589.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20783</th>\n",
       "      <td>20783</td>\n",
       "      <td>20783</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9563982/</td>\n",
       "      <td>广州精陶机电设备有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>海外服务工程师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1914189543.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20784</th>\n",
       "      <td>20784</td>\n",
       "      <td>20784</td>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/10163353/</td>\n",
       "      <td>四川天硕电气设备有限公司</td>\n",
       "      <td>成都</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>总经理助理（生产）</td>\n",
       "      <td>6-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927814639.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20785</th>\n",
       "      <td>20785</td>\n",
       "      <td>20785</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电气维保工程师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927386517.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20786</th>\n",
       "      <td>20786</td>\n",
       "      <td>20786</td>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电力施工管理</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927386433.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20787</th>\n",
       "      <td>20787</td>\n",
       "      <td>20787</td>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>造价工程师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927149747.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20788</th>\n",
       "      <td>20788</td>\n",
       "      <td>20788</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>土建专业造价员</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1926570717.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20789</th>\n",
       "      <td>20789</td>\n",
       "      <td>20789</td>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>集团公司工会文艺总监</td>\n",
       "      <td>20-35k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927149755.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20790</th>\n",
       "      <td>20790</td>\n",
       "      <td>20790</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8353351/</td>\n",
       "      <td>东方麦田</td>\n",
       "      <td>佛山-顺德区</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>工业设计总监</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1927782651.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20791</th>\n",
       "      <td>20791</td>\n",
       "      <td>20791</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7994639/</td>\n",
       "      <td>江苏盛世欣兴格力贸易有限公司</td>\n",
       "      <td>南京</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>项目部业务经理</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927716461.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20792</th>\n",
       "      <td>20792</td>\n",
       "      <td>20792</td>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8953540/</td>\n",
       "      <td>天津易丰兴业科技有限公司</td>\n",
       "      <td>天津</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927148625.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20793</th>\n",
       "      <td>20793</td>\n",
       "      <td>20793</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8953540/</td>\n",
       "      <td>天津易丰兴业科技有限公司</td>\n",
       "      <td>天津</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>会计</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927100323.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20794</th>\n",
       "      <td>20794</td>\n",
       "      <td>20794</td>\n",
       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8953540/</td>\n",
       "      <td>天津易丰兴业科技有限公司</td>\n",
       "      <td>天津</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927100227.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20795</th>\n",
       "      <td>20795</td>\n",
       "      <td>20795</td>\n",
       "      <td>35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8096825/</td>\n",
       "      <td>中新苏州工业园区开发集团股份有限公司</td>\n",
       "      <td>苏州</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>财务部 高级执行员/资深执行员</td>\n",
       "      <td>8-14k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927687865.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20796</th>\n",
       "      <td>20796</td>\n",
       "      <td>20796</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8096825/</td>\n",
       "      <td>中新苏州工业园区开发集团股份有限公司</td>\n",
       "      <td>苏州</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>招商部 执行员/高级执行员/资深执行员</td>\n",
       "      <td>7-14k·18薪</td>\n",
       "      <td>https://www.liepin.com/job/1927687613.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20797</th>\n",
       "      <td>20797</td>\n",
       "      <td>20797</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12193883/</td>\n",
       "      <td>上海戒成健康咨询有限公司</td>\n",
       "      <td>上海-松江区</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>心理咨询师</td>\n",
       "      <td>30-60k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927202691.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20798</th>\n",
       "      <td>20798</td>\n",
       "      <td>20798</td>\n",
       "      <td>38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9527484/</td>\n",
       "      <td>北京玉函健康科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019年11月08日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>保险业务经理</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1917718373.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20799</th>\n",
       "      <td>20799</td>\n",
       "      <td>20799</td>\n",
       "      <td>39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12155823/</td>\n",
       "      <td>福建田洋九九文旅发展有限公司</td>\n",
       "      <td>泉州-晋江</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>6-9k·13薪</td>\n",
       "      <td>https://www.liepin.com/job/1928000323.shtml</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20800 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       level_0     序列  序列  curPage     学历 keyword  \\\n",
       "0            0      0   0      0.0  大专及以上      设计   \n",
       "1            1      1   1      0.0  本科及以上      设计   \n",
       "2            2      2   2      0.0  本科及以上      设计   \n",
       "3            3      3   3      0.0   统招本科      设计   \n",
       "4            4      4   4      0.0  大专及以上      设计   \n",
       "5            5      5   5      0.0   统招本科      设计   \n",
       "6            6      6   6      0.0  本科及以上      设计   \n",
       "7            7      7   7      0.0   统招本科      设计   \n",
       "8            8      8   8      0.0  本科及以上      设计   \n",
       "9            9      9   9      0.0  本科及以上      设计   \n",
       "10          10     10  10      0.0   统招本科      设计   \n",
       "11          11     11  11      0.0  本科及以上      设计   \n",
       "12          12     12  12      0.0  大专及以上      设计   \n",
       "13          13     13  13      0.0   学历不限      设计   \n",
       "14          14     14  14      0.0   学历不限      设计   \n",
       "15          15     15  15      0.0  大专及以上      设计   \n",
       "16          16     16  16      0.0  本科及以上      设计   \n",
       "17          17     17  17      0.0  本科及以上      设计   \n",
       "18          18     18  18      0.0   统招本科      设计   \n",
       "19          19     19  19      0.0  大专及以上      设计   \n",
       "20          20     20  20      0.0   学历不限      设计   \n",
       "21          21     21  21      0.0  大专及以上      设计   \n",
       "22          22     22  22      0.0  本科及以上      设计   \n",
       "23          23     23  23      0.0  大专及以上      设计   \n",
       "24          24     24  24      0.0  大专及以上      设计   \n",
       "25          25     25  25      0.0  大专及以上      设计   \n",
       "26          26     26  26      0.0  大专及以上      设计   \n",
       "27          27     27  27      0.0  大专及以上      设计   \n",
       "28          28     28  28      0.0  大专及以上      设计   \n",
       "29          29     29  29      0.0  大专及以上      设计   \n",
       "...        ...    ...  ..      ...    ...     ...   \n",
       "20770    20770  20770  10      NaN  大专及以上     NaN   \n",
       "20771    20771  20771  11      NaN  本科及以上     NaN   \n",
       "20772    20772  20772  12      NaN  本科及以上     NaN   \n",
       "20773    20773  20773  13      NaN  本科及以上     NaN   \n",
       "20774    20774  20774  14      NaN   统招本科     NaN   \n",
       "20775    20775  20775  15      NaN   统招本科     NaN   \n",
       "20776    20776  20776  16      NaN   统招本科     NaN   \n",
       "20777    20777  20777  17      NaN   统招本科     NaN   \n",
       "20778    20778  20778  18      NaN  本科及以上     NaN   \n",
       "20779    20779  20779  19      NaN  本科及以上     NaN   \n",
       "20780    20780  20780  20      NaN  硕士及以上     NaN   \n",
       "20781    20781  20781  21      NaN  本科及以上     NaN   \n",
       "20782    20782  20782  22      NaN   统招本科     NaN   \n",
       "20783    20783  20783  23      NaN  大专及以上     NaN   \n",
       "20784    20784  20784  24      NaN  大专及以上     NaN   \n",
       "20785    20785  20785  25      NaN  本科及以上     NaN   \n",
       "20786    20786  20786  26      NaN  本科及以上     NaN   \n",
       "20787    20787  20787  27      NaN  本科及以上     NaN   \n",
       "20788    20788  20788  28      NaN   统招本科     NaN   \n",
       "20789    20789  20789  29      NaN  本科及以上     NaN   \n",
       "20790    20790  20790  30      NaN  大专及以上     NaN   \n",
       "20791    20791  20791  31      NaN  大专及以上     NaN   \n",
       "20792    20792  20792  32      NaN  硕士及以上     NaN   \n",
       "20793    20793  20793  33      NaN  大专及以上     NaN   \n",
       "20794    20794  20794  34      NaN  本科及以上     NaN   \n",
       "20795    20795  20795  35      NaN  硕士及以上     NaN   \n",
       "20796    20796  20796  36      NaN  硕士及以上     NaN   \n",
       "20797    20797  20797  37      NaN  大专及以上     NaN   \n",
       "20798    20798  20798  38      NaN   统招本科     NaN   \n",
       "20799    20799  20799  39      NaN  大专及以上     NaN   \n",
       "\n",
       "                                          公司URL                公司名称      公司地点  \\\n",
       "0      https://www.liepin.com/company/10053871/       南京世赢乾网络科技有限公司        南京   \n",
       "1       https://www.liepin.com/company/9247796/                火猫TV        上海   \n",
       "2       https://www.liepin.com/company/8470247/      湖南草花互动网络科技有限公司        长沙   \n",
       "3       https://www.liepin.com/company/8639897/                祖龙娱乐        北京   \n",
       "4       https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "5       https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "6       https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "7       https://www.liepin.com/company/1815720/      成都创人所爱科技股份有限公司        成都   \n",
       "8       https://www.liepin.com/company/8369114/                  甴曱        深圳   \n",
       "9       https://www.liepin.com/company/8622734/                网石科技        深圳   \n",
       "10      https://www.liepin.com/company/9289493/                3K游戏    广州-天河区   \n",
       "11     https://www.liepin.com/company/10260621/      英礴(上海)信息科技有限公司        上海   \n",
       "12     https://www.liepin.com/company/10194081/          武汉虚咖科技有限公司    武汉-洪山区   \n",
       "13      https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "14      https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "15      https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "16      https://www.liepin.com/company/9326766/    成都零点能量信息技术有限责任公司    成都-高新区   \n",
       "17      https://www.liepin.com/company/9326766/    成都零点能量信息技术有限责任公司    成都-高新区   \n",
       "18      https://www.liepin.com/company/8639897/                祖龙娱乐        北京   \n",
       "19      https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "20      https://www.liepin.com/company/8894766/                那弩数码  石家庄-中山东路   \n",
       "21      https://www.liepin.com/company/9242684/        厦门泡游网络科技有限公司        厦门   \n",
       "22      https://www.liepin.com/company/7908057/              谜笛信息科技    上海-静安区   \n",
       "23     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        西安   \n",
       "24     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        昆明   \n",
       "25     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        贵阳   \n",
       "26     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        太原   \n",
       "27     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        成都   \n",
       "28     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        重庆   \n",
       "29     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        深圳   \n",
       "...                                         ...                 ...       ...   \n",
       "20770  https://www.liepin.com/company/12002053/     仪诺万(常州)连接技术有限公司        常州   \n",
       "20771   https://www.liepin.com/company/9722318/        江苏伟博动力技术有限公司    无锡-惠山区   \n",
       "20772  https://www.liepin.com/company/10081251/        营口雷法耐火材料有限公司        营口   \n",
       "20773   https://www.liepin.com/company/8126486/        光悦科技(深圳)有限公司        深圳   \n",
       "20774   https://www.liepin.com/company/9650436/          广州众投科技有限公司        广州   \n",
       "20775   https://www.liepin.com/company/9650436/          广州众投科技有限公司        广州   \n",
       "20776   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司        东莞   \n",
       "20777   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司        东莞   \n",
       "20778   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "20779   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "20780  https://www.liepin.com/company/10041535/          博地控股集团有限公司     杭州-宁围   \n",
       "20781   https://www.liepin.com/company/9318072/       江苏菲沃泰纳米科技有限公司    无锡-惠山区   \n",
       "20782   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "20783   https://www.liepin.com/company/9563982/        广州精陶机电设备有限公司        广州   \n",
       "20784  https://www.liepin.com/company/10163353/        四川天硕电气设备有限公司        成都   \n",
       "20785   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20786   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20787   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20788   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20789   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20790   https://www.liepin.com/company/8353351/                东方麦田    佛山-顺德区   \n",
       "20791   https://www.liepin.com/company/7994639/      江苏盛世欣兴格力贸易有限公司        南京   \n",
       "20792   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "20793   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "20794   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "20795   https://www.liepin.com/company/8096825/  中新苏州工业园区开发集团股份有限公司        苏州   \n",
       "20796   https://www.liepin.com/company/8096825/  中新苏州工业园区开发集团股份有限公司        苏州   \n",
       "20797  https://www.liepin.com/company/12193883/        上海戒成健康咨询有限公司    上海-松江区   \n",
       "20798   https://www.liepin.com/company/9527484/        北京玉函健康科技有限公司       NaN   \n",
       "20799  https://www.liepin.com/company/12155823/      福建田洋九九文旅发展有限公司     泉州-晋江   \n",
       "\n",
       "                时间 热门公司类型     经验                                     职称  \\\n",
       "0      2020年05月01日    NaN   1-3年                                 游戏数值策划   \n",
       "1      2020年04月30日    NaN   一年以下                          DOTA/CSGO运营专员   \n",
       "2      2020年04月30日    NaN   3-5年                                 战略分析经理   \n",
       "3      2020年04月30日    NaN   3-5年                                 公共关系经理   \n",
       "4      2020年04月30日    NaN   3-5年                                   技术美术   \n",
       "5      2020年04月30日    NaN   3-5年                              游戏过场动画设计师   \n",
       "6      2020年04月30日    NaN   3-5年                                3D动作设计师   \n",
       "7      2020年04月29日    NaN   3-5年                             教研经理（数学思维）   \n",
       "8      2020年04月29日    NaN   1-3年                               次世代场景模型师   \n",
       "9      2020年04月29日    NaN   3-5年                                 游戏市场策划   \n",
       "10     2020年04月29日    NaN   3-5年                                   数值策划   \n",
       "11     2020年04月28日    NaN   3-5年  手游QA工程师/手游测试工程师 | QA Engineer, Mobile   \n",
       "12     2020年04月28日    NaN  5-10年                      休闲小游戏高级设计师（游戏策划岗）   \n",
       "13     2020年04月27日    NaN   3-5年                                 游戏运营专员   \n",
       "14     2020年04月27日    NaN   3-5年                                   3D动作   \n",
       "15     2020年04月27日    NaN   1-3年                                   战斗策划   \n",
       "16     2020年04月26日    NaN   3-5年                            golang开发工程师   \n",
       "17     2020年04月26日    NaN   3-5年                              java开发工程师   \n",
       "18     2020年04月22日    NaN   1-3年                                 高级招聘专员   \n",
       "19     2020年04月21日    NaN   3-5年                                   图形渲染   \n",
       "20     2020年04月15日    NaN   1-3年                                 项目管理PM   \n",
       "21     2020年04月14日    NaN   3-5年                           高级2D原画师(场景向)   \n",
       "22     2020年04月10日    NaN   3-5年                             服务器高级开发工程师   \n",
       "23     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "24     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "25     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "26     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "27     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "28     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "29     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "...            ...    ...    ...                                    ...   \n",
       "20770  2020年04月29日   其他行业   3-5年                           Accountant会计   \n",
       "20771  2020年04月29日   其他行业  5-10年                                 汽车项目销售   \n",
       "20772  2020年04月29日   其他行业  10年以上                Production Manager 生产经理   \n",
       "20773  2020年04月29日   其他行业  5-10年                                高级电子工程师   \n",
       "20774  2020年04月28日   其他行业   3-5年                                  服装设计师   \n",
       "20775  2020年04月28日   其他行业  5-10年                                面辅料采购经理   \n",
       "20776  2020年04月28日   其他行业  5-10年                                  高级税务师   \n",
       "20777  2020年04月28日   其他行业  5-10年                                  高级会计师   \n",
       "20778  2020年04月28日   其他行业   3-5年                                安装造价工程师   \n",
       "20779  2020年04月28日   其他行业   3-5年                                土建造价工程师   \n",
       "20780  2020年04月28日   其他行业   经验不限                                   总裁秘书   \n",
       "20781  2020年04月28日   其他行业  10年以上                                   财务总监   \n",
       "20782  2020年04月28日   其他行业  5-10年                             法务经理（高级律师）   \n",
       "20783  2020年04月28日   其他行业   3-5年                                海外服务工程师   \n",
       "20784  2020年04月27日   其他行业   3-5年                              总经理助理（生产）   \n",
       "20785  2020年04月27日   其他行业   3-5年                                电气维保工程师   \n",
       "20786  2020年04月27日   其他行业   3-5年                                 电力施工管理   \n",
       "20787  2020年04月27日   其他行业   3-5年                                  造价工程师   \n",
       "20788  2020年04月27日   其他行业  10年以上                                土建专业造价员   \n",
       "20789  2020年04月27日   其他行业  5-10年                             集团公司工会文艺总监   \n",
       "20790  2020年04月26日   其他行业  5-10年                                 工业设计总监   \n",
       "20791  2020年04月24日   其他行业   1-3年                                项目部业务经理   \n",
       "20792  2020年04月24日   其他行业   1-3年                                   产品经理   \n",
       "20793  2020年04月24日   其他行业   1-3年                                     会计   \n",
       "20794  2020年04月24日   其他行业   经验不限                                   项目经理   \n",
       "20795  2020年04月23日   其他行业  5-10年                        财务部 高级执行员/资深执行员   \n",
       "20796  2020年04月23日   其他行业   3-5年                    招商部 执行员/高级执行员/资深执行员   \n",
       "20797  2020年04月21日   其他行业   3-5年                                  心理咨询师   \n",
       "20798  2019年11月08日   其他行业   3-5年                                 保险业务经理   \n",
       "20799  2020年05月03日   其他行业   3-5年                                   招聘主管   \n",
       "\n",
       "               薪水                                           链结  \n",
       "0      12-25k·12薪  https://www.liepin.com/job/1926593215.shtml  \n",
       "1       5-10k·12薪  https://www.liepin.com/job/1927964805.shtml  \n",
       "2              面议  https://www.liepin.com/job/1927947555.shtml  \n",
       "3      15-20k·14薪  https://www.liepin.com/job/1927926677.shtml  \n",
       "4              面议  https://www.liepin.com/job/1927457507.shtml  \n",
       "5      10-25k·12薪  https://www.liepin.com/job/1927455383.shtml  \n",
       "6      15-25k·12薪  https://www.liepin.com/job/1927205819.shtml  \n",
       "7       8-16k·12薪  https://www.liepin.com/job/1927817377.shtml  \n",
       "8       8-10k·12薪  https://www.liepin.com/job/1923531233.shtml  \n",
       "9              面议  https://www.liepin.com/job/1919013169.shtml  \n",
       "10     15-20k·13薪  https://www.liepin.com/job/1926393481.shtml  \n",
       "11             面议  https://www.liepin.com/job/1926460581.shtml  \n",
       "12     10-15k·14薪  https://www.liepin.com/job/1924098311.shtml  \n",
       "13     10-13k·12薪  https://www.liepin.com/job/1927354013.shtml  \n",
       "14     18-25k·14薪  https://www.liepin.com/job/1925144447.shtml  \n",
       "15     12-22k·12薪  https://www.liepin.com/job/1915832487.shtml  \n",
       "16     16-25k·12薪  https://www.liepin.com/job/1927787679.shtml  \n",
       "17     18-25k·12薪  https://www.liepin.com/job/1927783543.shtml  \n",
       "18     12-18k·14薪  https://www.liepin.com/job/1927656305.shtml  \n",
       "19     30-60k·14薪  https://www.liepin.com/job/1927627717.shtml  \n",
       "20       2-4k·12薪  https://www.liepin.com/job/1918343267.shtml  \n",
       "21     15-20k·12薪  https://www.liepin.com/job/1926857209.shtml  \n",
       "22             面议  https://www.liepin.com/job/1913387523.shtml  \n",
       "23      8-12k·12薪  https://www.liepin.com/job/1927997979.shtml  \n",
       "24      8-12k·12薪  https://www.liepin.com/job/1927997977.shtml  \n",
       "25      8-12k·12薪  https://www.liepin.com/job/1927997975.shtml  \n",
       "26      8-12k·12薪  https://www.liepin.com/job/1927997973.shtml  \n",
       "27      8-12k·12薪  https://www.liepin.com/job/1927997971.shtml  \n",
       "28      8-12k·12薪  https://www.liepin.com/job/1927997969.shtml  \n",
       "29      8-12k·12薪  https://www.liepin.com/job/1927997967.shtml  \n",
       "...           ...                                          ...  \n",
       "20770    4-7k·12薪  https://www.liepin.com/job/1925926821.shtml  \n",
       "20771          面议  https://www.liepin.com/job/1923854461.shtml  \n",
       "20772  20-30k·13薪  https://www.liepin.com/job/1922986175.shtml  \n",
       "20773          面议  https://www.liepin.com/job/1927251605.shtml  \n",
       "20774   7-11k·12薪  https://www.liepin.com/job/1927810911.shtml  \n",
       "20775  10-15k·12薪  https://www.liepin.com/job/1927536803.shtml  \n",
       "20776  15-20k·12薪  https://www.liepin.com/job/1925472893.shtml  \n",
       "20777  15-20k·12薪  https://www.liepin.com/job/1925472651.shtml  \n",
       "20778  10-15k·12薪  https://www.liepin.com/job/1923021621.shtml  \n",
       "20779  10-15k·12薪  https://www.liepin.com/job/1923021615.shtml  \n",
       "20780          面议  https://www.liepin.com/job/1922648561.shtml  \n",
       "20781  25-35k·20薪  https://www.liepin.com/job/1915792154.shtml  \n",
       "20782          面议  https://www.liepin.com/job/1921792589.shtml  \n",
       "20783   8-10k·12薪  https://www.liepin.com/job/1914189543.shtml  \n",
       "20784   6-12k·12薪  https://www.liepin.com/job/1927814639.shtml  \n",
       "20785  10-15k·12薪  https://www.liepin.com/job/1927386517.shtml  \n",
       "20786  10-15k·12薪  https://www.liepin.com/job/1927386433.shtml  \n",
       "20787   8-10k·12薪  https://www.liepin.com/job/1927149747.shtml  \n",
       "20788          面议  https://www.liepin.com/job/1926570717.shtml  \n",
       "20789  20-35k·12薪  https://www.liepin.com/job/1927149755.shtml  \n",
       "20790          面议  https://www.liepin.com/job/1927782651.shtml  \n",
       "20791   8-10k·12薪  https://www.liepin.com/job/1927716461.shtml  \n",
       "20792   8-20k·12薪  https://www.liepin.com/job/1927148625.shtml  \n",
       "20793    4-6k·12薪  https://www.liepin.com/job/1927100323.shtml  \n",
       "20794  10-15k·12薪  https://www.liepin.com/job/1927100227.shtml  \n",
       "20795   8-14k·12薪  https://www.liepin.com/job/1927687865.shtml  \n",
       "20796   7-14k·18薪  https://www.liepin.com/job/1927687613.shtml  \n",
       "20797  30-60k·12薪  https://www.liepin.com/job/1927202691.shtml  \n",
       "20798  20-50k·12薪  https://www.liepin.com/job/1917718373.shtml  \n",
       "20799    6-9k·13薪  https://www.liepin.com/job/1928000323.shtml  \n",
       "\n",
       "[20800 rows x 15 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "数据分析_总=pd.read_excel('数据分析_总.xlsx')\n",
    "数据分析_总=数据分析_总.reset_index().rename(columns={'index':'序列','edu':'学历'})\n",
    "数据分析_总"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 表格分析 （含字符处理、简单统计、变量栏名称）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of        level_0     序列  序列  curPage     学历 keyword  \\\n",
       "0            0      0   0      0.0  大专及以上      设计   \n",
       "1            1      1   1      0.0  本科及以上      设计   \n",
       "2            2      2   2      0.0  本科及以上      设计   \n",
       "3            3      3   3      0.0   统招本科      设计   \n",
       "4            4      4   4      0.0  大专及以上      设计   \n",
       "5            5      5   5      0.0   统招本科      设计   \n",
       "6            6      6   6      0.0  本科及以上      设计   \n",
       "7            7      7   7      0.0   统招本科      设计   \n",
       "8            8      8   8      0.0  本科及以上      设计   \n",
       "9            9      9   9      0.0  本科及以上      设计   \n",
       "10          10     10  10      0.0   统招本科      设计   \n",
       "11          11     11  11      0.0  本科及以上      设计   \n",
       "12          12     12  12      0.0  大专及以上      设计   \n",
       "13          13     13  13      0.0   学历不限      设计   \n",
       "14          14     14  14      0.0   学历不限      设计   \n",
       "15          15     15  15      0.0  大专及以上      设计   \n",
       "16          16     16  16      0.0  本科及以上      设计   \n",
       "17          17     17  17      0.0  本科及以上      设计   \n",
       "18          18     18  18      0.0   统招本科      设计   \n",
       "19          19     19  19      0.0  大专及以上      设计   \n",
       "20          20     20  20      0.0   学历不限      设计   \n",
       "21          21     21  21      0.0  大专及以上      设计   \n",
       "22          22     22  22      0.0  本科及以上      设计   \n",
       "23          23     23  23      0.0  大专及以上      设计   \n",
       "24          24     24  24      0.0  大专及以上      设计   \n",
       "25          25     25  25      0.0  大专及以上      设计   \n",
       "26          26     26  26      0.0  大专及以上      设计   \n",
       "27          27     27  27      0.0  大专及以上      设计   \n",
       "28          28     28  28      0.0  大专及以上      设计   \n",
       "29          29     29  29      0.0  大专及以上      设计   \n",
       "...        ...    ...  ..      ...    ...     ...   \n",
       "20770    20770  20770  10      NaN  大专及以上     NaN   \n",
       "20771    20771  20771  11      NaN  本科及以上     NaN   \n",
       "20772    20772  20772  12      NaN  本科及以上     NaN   \n",
       "20773    20773  20773  13      NaN  本科及以上     NaN   \n",
       "20774    20774  20774  14      NaN   统招本科     NaN   \n",
       "20775    20775  20775  15      NaN   统招本科     NaN   \n",
       "20776    20776  20776  16      NaN   统招本科     NaN   \n",
       "20777    20777  20777  17      NaN   统招本科     NaN   \n",
       "20778    20778  20778  18      NaN  本科及以上     NaN   \n",
       "20779    20779  20779  19      NaN  本科及以上     NaN   \n",
       "20780    20780  20780  20      NaN  硕士及以上     NaN   \n",
       "20781    20781  20781  21      NaN  本科及以上     NaN   \n",
       "20782    20782  20782  22      NaN   统招本科     NaN   \n",
       "20783    20783  20783  23      NaN  大专及以上     NaN   \n",
       "20784    20784  20784  24      NaN  大专及以上     NaN   \n",
       "20785    20785  20785  25      NaN  本科及以上     NaN   \n",
       "20786    20786  20786  26      NaN  本科及以上     NaN   \n",
       "20787    20787  20787  27      NaN  本科及以上     NaN   \n",
       "20788    20788  20788  28      NaN   统招本科     NaN   \n",
       "20789    20789  20789  29      NaN  本科及以上     NaN   \n",
       "20790    20790  20790  30      NaN  大专及以上     NaN   \n",
       "20791    20791  20791  31      NaN  大专及以上     NaN   \n",
       "20792    20792  20792  32      NaN  硕士及以上     NaN   \n",
       "20793    20793  20793  33      NaN  大专及以上     NaN   \n",
       "20794    20794  20794  34      NaN  本科及以上     NaN   \n",
       "20795    20795  20795  35      NaN  硕士及以上     NaN   \n",
       "20796    20796  20796  36      NaN  硕士及以上     NaN   \n",
       "20797    20797  20797  37      NaN  大专及以上     NaN   \n",
       "20798    20798  20798  38      NaN   统招本科     NaN   \n",
       "20799    20799  20799  39      NaN  大专及以上     NaN   \n",
       "\n",
       "                                          公司URL                公司名称      公司地点  \\\n",
       "0      https://www.liepin.com/company/10053871/       南京世赢乾网络科技有限公司        南京   \n",
       "1       https://www.liepin.com/company/9247796/                火猫TV        上海   \n",
       "2       https://www.liepin.com/company/8470247/      湖南草花互动网络科技有限公司        长沙   \n",
       "3       https://www.liepin.com/company/8639897/                祖龙娱乐        北京   \n",
       "4       https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "5       https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "6       https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "7       https://www.liepin.com/company/1815720/      成都创人所爱科技股份有限公司        成都   \n",
       "8       https://www.liepin.com/company/8369114/                  甴曱        深圳   \n",
       "9       https://www.liepin.com/company/8622734/                网石科技        深圳   \n",
       "10      https://www.liepin.com/company/9289493/                3K游戏    广州-天河区   \n",
       "11     https://www.liepin.com/company/10260621/      英礴(上海)信息科技有限公司        上海   \n",
       "12     https://www.liepin.com/company/10194081/          武汉虚咖科技有限公司    武汉-洪山区   \n",
       "13      https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "14      https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "15      https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "16      https://www.liepin.com/company/9326766/    成都零点能量信息技术有限责任公司    成都-高新区   \n",
       "17      https://www.liepin.com/company/9326766/    成都零点能量信息技术有限责任公司    成都-高新区   \n",
       "18      https://www.liepin.com/company/8639897/                祖龙娱乐        北京   \n",
       "19      https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "20      https://www.liepin.com/company/8894766/                那弩数码  石家庄-中山东路   \n",
       "21      https://www.liepin.com/company/9242684/        厦门泡游网络科技有限公司        厦门   \n",
       "22      https://www.liepin.com/company/7908057/              谜笛信息科技    上海-静安区   \n",
       "23     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        西安   \n",
       "24     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        昆明   \n",
       "25     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        贵阳   \n",
       "26     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        太原   \n",
       "27     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        成都   \n",
       "28     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        重庆   \n",
       "29     https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        深圳   \n",
       "...                                         ...                 ...       ...   \n",
       "20770  https://www.liepin.com/company/12002053/     仪诺万(常州)连接技术有限公司        常州   \n",
       "20771   https://www.liepin.com/company/9722318/        江苏伟博动力技术有限公司    无锡-惠山区   \n",
       "20772  https://www.liepin.com/company/10081251/        营口雷法耐火材料有限公司        营口   \n",
       "20773   https://www.liepin.com/company/8126486/        光悦科技(深圳)有限公司        深圳   \n",
       "20774   https://www.liepin.com/company/9650436/          广州众投科技有限公司        广州   \n",
       "20775   https://www.liepin.com/company/9650436/          广州众投科技有限公司        广州   \n",
       "20776   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司        东莞   \n",
       "20777   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司        东莞   \n",
       "20778   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "20779   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "20780  https://www.liepin.com/company/10041535/          博地控股集团有限公司     杭州-宁围   \n",
       "20781   https://www.liepin.com/company/9318072/       江苏菲沃泰纳米科技有限公司    无锡-惠山区   \n",
       "20782   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "20783   https://www.liepin.com/company/9563982/        广州精陶机电设备有限公司        广州   \n",
       "20784  https://www.liepin.com/company/10163353/        四川天硕电气设备有限公司        成都   \n",
       "20785   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20786   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20787   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20788   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20789   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "20790   https://www.liepin.com/company/8353351/                东方麦田    佛山-顺德区   \n",
       "20791   https://www.liepin.com/company/7994639/      江苏盛世欣兴格力贸易有限公司        南京   \n",
       "20792   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "20793   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "20794   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "20795   https://www.liepin.com/company/8096825/  中新苏州工业园区开发集团股份有限公司        苏州   \n",
       "20796   https://www.liepin.com/company/8096825/  中新苏州工业园区开发集团股份有限公司        苏州   \n",
       "20797  https://www.liepin.com/company/12193883/        上海戒成健康咨询有限公司    上海-松江区   \n",
       "20798   https://www.liepin.com/company/9527484/        北京玉函健康科技有限公司       NaN   \n",
       "20799  https://www.liepin.com/company/12155823/      福建田洋九九文旅发展有限公司     泉州-晋江   \n",
       "\n",
       "                时间 热门公司类型     经验                                     职称  \\\n",
       "0      2020年05月01日    NaN   1-3年                                 游戏数值策划   \n",
       "1      2020年04月30日    NaN   一年以下                          DOTA/CSGO运营专员   \n",
       "2      2020年04月30日    NaN   3-5年                                 战略分析经理   \n",
       "3      2020年04月30日    NaN   3-5年                                 公共关系经理   \n",
       "4      2020年04月30日    NaN   3-5年                                   技术美术   \n",
       "5      2020年04月30日    NaN   3-5年                              游戏过场动画设计师   \n",
       "6      2020年04月30日    NaN   3-5年                                3D动作设计师   \n",
       "7      2020年04月29日    NaN   3-5年                             教研经理（数学思维）   \n",
       "8      2020年04月29日    NaN   1-3年                               次世代场景模型师   \n",
       "9      2020年04月29日    NaN   3-5年                                 游戏市场策划   \n",
       "10     2020年04月29日    NaN   3-5年                                   数值策划   \n",
       "11     2020年04月28日    NaN   3-5年  手游QA工程师/手游测试工程师 | QA Engineer, Mobile   \n",
       "12     2020年04月28日    NaN  5-10年                      休闲小游戏高级设计师（游戏策划岗）   \n",
       "13     2020年04月27日    NaN   3-5年                                 游戏运营专员   \n",
       "14     2020年04月27日    NaN   3-5年                                   3D动作   \n",
       "15     2020年04月27日    NaN   1-3年                                   战斗策划   \n",
       "16     2020年04月26日    NaN   3-5年                            golang开发工程师   \n",
       "17     2020年04月26日    NaN   3-5年                              java开发工程师   \n",
       "18     2020年04月22日    NaN   1-3年                                 高级招聘专员   \n",
       "19     2020年04月21日    NaN   3-5年                                   图形渲染   \n",
       "20     2020年04月15日    NaN   1-3年                                 项目管理PM   \n",
       "21     2020年04月14日    NaN   3-5年                           高级2D原画师(场景向)   \n",
       "22     2020年04月10日    NaN   3-5年                             服务器高级开发工程师   \n",
       "23     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "24     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "25     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "26     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "27     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "28     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "29     2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "...            ...    ...    ...                                    ...   \n",
       "20770  2020年04月29日   其他行业   3-5年                           Accountant会计   \n",
       "20771  2020年04月29日   其他行业  5-10年                                 汽车项目销售   \n",
       "20772  2020年04月29日   其他行业  10年以上                Production Manager 生产经理   \n",
       "20773  2020年04月29日   其他行业  5-10年                                高级电子工程师   \n",
       "20774  2020年04月28日   其他行业   3-5年                                  服装设计师   \n",
       "20775  2020年04月28日   其他行业  5-10年                                面辅料采购经理   \n",
       "20776  2020年04月28日   其他行业  5-10年                                  高级税务师   \n",
       "20777  2020年04月28日   其他行业  5-10年                                  高级会计师   \n",
       "20778  2020年04月28日   其他行业   3-5年                                安装造价工程师   \n",
       "20779  2020年04月28日   其他行业   3-5年                                土建造价工程师   \n",
       "20780  2020年04月28日   其他行业   经验不限                                   总裁秘书   \n",
       "20781  2020年04月28日   其他行业  10年以上                                   财务总监   \n",
       "20782  2020年04月28日   其他行业  5-10年                             法务经理（高级律师）   \n",
       "20783  2020年04月28日   其他行业   3-5年                                海外服务工程师   \n",
       "20784  2020年04月27日   其他行业   3-5年                              总经理助理（生产）   \n",
       "20785  2020年04月27日   其他行业   3-5年                                电气维保工程师   \n",
       "20786  2020年04月27日   其他行业   3-5年                                 电力施工管理   \n",
       "20787  2020年04月27日   其他行业   3-5年                                  造价工程师   \n",
       "20788  2020年04月27日   其他行业  10年以上                                土建专业造价员   \n",
       "20789  2020年04月27日   其他行业  5-10年                             集团公司工会文艺总监   \n",
       "20790  2020年04月26日   其他行业  5-10年                                 工业设计总监   \n",
       "20791  2020年04月24日   其他行业   1-3年                                项目部业务经理   \n",
       "20792  2020年04月24日   其他行业   1-3年                                   产品经理   \n",
       "20793  2020年04月24日   其他行业   1-3年                                     会计   \n",
       "20794  2020年04月24日   其他行业   经验不限                                   项目经理   \n",
       "20795  2020年04月23日   其他行业  5-10年                        财务部 高级执行员/资深执行员   \n",
       "20796  2020年04月23日   其他行业   3-5年                    招商部 执行员/高级执行员/资深执行员   \n",
       "20797  2020年04月21日   其他行业   3-5年                                  心理咨询师   \n",
       "20798  2019年11月08日   其他行业   3-5年                                 保险业务经理   \n",
       "20799  2020年05月03日   其他行业   3-5年                                   招聘主管   \n",
       "\n",
       "               薪水                                           链结  \n",
       "0      12-25k·12薪  https://www.liepin.com/job/1926593215.shtml  \n",
       "1       5-10k·12薪  https://www.liepin.com/job/1927964805.shtml  \n",
       "2              面议  https://www.liepin.com/job/1927947555.shtml  \n",
       "3      15-20k·14薪  https://www.liepin.com/job/1927926677.shtml  \n",
       "4              面议  https://www.liepin.com/job/1927457507.shtml  \n",
       "5      10-25k·12薪  https://www.liepin.com/job/1927455383.shtml  \n",
       "6      15-25k·12薪  https://www.liepin.com/job/1927205819.shtml  \n",
       "7       8-16k·12薪  https://www.liepin.com/job/1927817377.shtml  \n",
       "8       8-10k·12薪  https://www.liepin.com/job/1923531233.shtml  \n",
       "9              面议  https://www.liepin.com/job/1919013169.shtml  \n",
       "10     15-20k·13薪  https://www.liepin.com/job/1926393481.shtml  \n",
       "11             面议  https://www.liepin.com/job/1926460581.shtml  \n",
       "12     10-15k·14薪  https://www.liepin.com/job/1924098311.shtml  \n",
       "13     10-13k·12薪  https://www.liepin.com/job/1927354013.shtml  \n",
       "14     18-25k·14薪  https://www.liepin.com/job/1925144447.shtml  \n",
       "15     12-22k·12薪  https://www.liepin.com/job/1915832487.shtml  \n",
       "16     16-25k·12薪  https://www.liepin.com/job/1927787679.shtml  \n",
       "17     18-25k·12薪  https://www.liepin.com/job/1927783543.shtml  \n",
       "18     12-18k·14薪  https://www.liepin.com/job/1927656305.shtml  \n",
       "19     30-60k·14薪  https://www.liepin.com/job/1927627717.shtml  \n",
       "20       2-4k·12薪  https://www.liepin.com/job/1918343267.shtml  \n",
       "21     15-20k·12薪  https://www.liepin.com/job/1926857209.shtml  \n",
       "22             面议  https://www.liepin.com/job/1913387523.shtml  \n",
       "23      8-12k·12薪  https://www.liepin.com/job/1927997979.shtml  \n",
       "24      8-12k·12薪  https://www.liepin.com/job/1927997977.shtml  \n",
       "25      8-12k·12薪  https://www.liepin.com/job/1927997975.shtml  \n",
       "26      8-12k·12薪  https://www.liepin.com/job/1927997973.shtml  \n",
       "27      8-12k·12薪  https://www.liepin.com/job/1927997971.shtml  \n",
       "28      8-12k·12薪  https://www.liepin.com/job/1927997969.shtml  \n",
       "29      8-12k·12薪  https://www.liepin.com/job/1927997967.shtml  \n",
       "...           ...                                          ...  \n",
       "20770    4-7k·12薪  https://www.liepin.com/job/1925926821.shtml  \n",
       "20771          面议  https://www.liepin.com/job/1923854461.shtml  \n",
       "20772  20-30k·13薪  https://www.liepin.com/job/1922986175.shtml  \n",
       "20773          面议  https://www.liepin.com/job/1927251605.shtml  \n",
       "20774   7-11k·12薪  https://www.liepin.com/job/1927810911.shtml  \n",
       "20775  10-15k·12薪  https://www.liepin.com/job/1927536803.shtml  \n",
       "20776  15-20k·12薪  https://www.liepin.com/job/1925472893.shtml  \n",
       "20777  15-20k·12薪  https://www.liepin.com/job/1925472651.shtml  \n",
       "20778  10-15k·12薪  https://www.liepin.com/job/1923021621.shtml  \n",
       "20779  10-15k·12薪  https://www.liepin.com/job/1923021615.shtml  \n",
       "20780          面议  https://www.liepin.com/job/1922648561.shtml  \n",
       "20781  25-35k·20薪  https://www.liepin.com/job/1915792154.shtml  \n",
       "20782          面议  https://www.liepin.com/job/1921792589.shtml  \n",
       "20783   8-10k·12薪  https://www.liepin.com/job/1914189543.shtml  \n",
       "20784   6-12k·12薪  https://www.liepin.com/job/1927814639.shtml  \n",
       "20785  10-15k·12薪  https://www.liepin.com/job/1927386517.shtml  \n",
       "20786  10-15k·12薪  https://www.liepin.com/job/1927386433.shtml  \n",
       "20787   8-10k·12薪  https://www.liepin.com/job/1927149747.shtml  \n",
       "20788          面议  https://www.liepin.com/job/1926570717.shtml  \n",
       "20789  20-35k·12薪  https://www.liepin.com/job/1927149755.shtml  \n",
       "20790          面议  https://www.liepin.com/job/1927782651.shtml  \n",
       "20791   8-10k·12薪  https://www.liepin.com/job/1927716461.shtml  \n",
       "20792   8-20k·12薪  https://www.liepin.com/job/1927148625.shtml  \n",
       "20793    4-6k·12薪  https://www.liepin.com/job/1927100323.shtml  \n",
       "20794  10-15k·12薪  https://www.liepin.com/job/1927100227.shtml  \n",
       "20795   8-14k·12薪  https://www.liepin.com/job/1927687865.shtml  \n",
       "20796   7-14k·18薪  https://www.liepin.com/job/1927687613.shtml  \n",
       "20797  30-60k·12薪  https://www.liepin.com/job/1927202691.shtml  \n",
       "20798  20-50k·12薪  https://www.liepin.com/job/1917718373.shtml  \n",
       "20799    6-9k·13薪  https://www.liepin.com/job/1928000323.shtml  \n",
       "\n",
       "[20800 rows x 15 columns]>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "数据分析_总.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level_0</th>\n",
       "      <th>序列</th>\n",
       "      <th>序列</th>\n",
       "      <th>curPage</th>\n",
       "      <th>学历</th>\n",
       "      <th>keyword</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>时间</th>\n",
       "      <th>热门公司类型</th>\n",
       "      <th>经验</th>\n",
       "      <th>职称</th>\n",
       "      <th>薪水</th>\n",
       "      <th>链结</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20800.000000</td>\n",
       "      <td>20800.000000</td>\n",
       "      <td>20800.000000</td>\n",
       "      <td>400.000000</td>\n",
       "      <td>20800</td>\n",
       "      <td>400</td>\n",
       "      <td>19400</td>\n",
       "      <td>20800</td>\n",
       "      <td>19176</td>\n",
       "      <td>20800</td>\n",
       "      <td>20400</td>\n",
       "      <td>20800</td>\n",
       "      <td>20800</td>\n",
       "      <td>20800</td>\n",
       "      <td>20800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1091</td>\n",
       "      <td>1154</td>\n",
       "      <td>450</td>\n",
       "      <td>54</td>\n",
       "      <td>51</td>\n",
       "      <td>6</td>\n",
       "      <td>1613</td>\n",
       "      <td>317</td>\n",
       "      <td>2307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>环保</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>销售经理</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1924838481.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7326</td>\n",
       "      <td>400</td>\n",
       "      <td>536</td>\n",
       "      <td>536</td>\n",
       "      <td>1632</td>\n",
       "      <td>6396</td>\n",
       "      <td>400</td>\n",
       "      <td>5938</td>\n",
       "      <td>210</td>\n",
       "      <td>4026</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>10399.500000</td>\n",
       "      <td>10399.500000</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6004.587135</td>\n",
       "      <td>6004.587135</td>\n",
       "      <td>11.543674</td>\n",
       "      <td>2.875878</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5199.750000</td>\n",
       "      <td>5199.750000</td>\n",
       "      <td>9.750000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>10399.500000</td>\n",
       "      <td>10399.500000</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>15599.250000</td>\n",
       "      <td>15599.250000</td>\n",
       "      <td>29.250000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>20799.000000</td>\n",
       "      <td>20799.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             level_0            序列            序列     curPage     学历 keyword  \\\n",
       "count   20800.000000  20800.000000  20800.000000  400.000000  20800     400   \n",
       "unique           NaN           NaN           NaN         NaN      8       1   \n",
       "top              NaN           NaN           NaN         NaN  大专及以上      设计   \n",
       "freq             NaN           NaN           NaN         NaN   7326     400   \n",
       "mean    10399.500000  10399.500000     19.500000    4.500000    NaN     NaN   \n",
       "std      6004.587135   6004.587135     11.543674    2.875878    NaN     NaN   \n",
       "min         0.000000      0.000000      0.000000    0.000000    NaN     NaN   \n",
       "25%      5199.750000   5199.750000      9.750000    2.000000    NaN     NaN   \n",
       "50%     10399.500000  10399.500000     19.500000    4.500000    NaN     NaN   \n",
       "75%     15599.250000  15599.250000     29.250000    7.000000    NaN     NaN   \n",
       "max     20799.000000  20799.000000     39.000000    9.000000    NaN     NaN   \n",
       "\n",
       "                                           公司URL            公司名称   公司地点  \\\n",
       "count                                      19400           20800  19176   \n",
       "unique                                      1091            1154    450   \n",
       "top     https://www.liepin.com/company/10127205/  深圳前海有一网络科技有限公司     上海   \n",
       "freq                                         536             536   1632   \n",
       "mean                                         NaN             NaN    NaN   \n",
       "std                                          NaN             NaN    NaN   \n",
       "min                                          NaN             NaN    NaN   \n",
       "25%                                          NaN             NaN    NaN   \n",
       "50%                                          NaN             NaN    NaN   \n",
       "75%                                          NaN             NaN    NaN   \n",
       "max                                          NaN             NaN    NaN   \n",
       "\n",
       "                 时间 热门公司类型     经验     职称     薪水  \\\n",
       "count         20800  20400  20800  20800  20800   \n",
       "unique           54     51      6   1613    317   \n",
       "top     2020年04月30日     环保   3-5年   销售经理     面议   \n",
       "freq           6396    400   5938    210   4026   \n",
       "mean            NaN    NaN    NaN    NaN    NaN   \n",
       "std             NaN    NaN    NaN    NaN    NaN   \n",
       "min             NaN    NaN    NaN    NaN    NaN   \n",
       "25%             NaN    NaN    NaN    NaN    NaN   \n",
       "50%             NaN    NaN    NaN    NaN    NaN   \n",
       "75%             NaN    NaN    NaN    NaN    NaN   \n",
       "max             NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "                                                 链结  \n",
       "count                                         20800  \n",
       "unique                                         2307  \n",
       "top     https://www.liepin.com/job/1924838481.shtml  \n",
       "freq                                             30  \n",
       "mean                                            NaN  \n",
       "std                                             NaN  \n",
       "min                                             NaN  \n",
       "25%                                             NaN  \n",
       "50%                                             NaN  \n",
       "75%                                             NaN  \n",
       "max                                             NaN  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "数据分析_总.describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 学历分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     20800\n",
       "unique        8\n",
       "top       大专及以上\n",
       "freq       7326\n",
       "Name: 学历, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "大专及以上       7326\n",
       "本科及以上       6495\n",
       "统招本科        4256\n",
       "学历不限        1363\n",
       "硕士及以上        870\n",
       "中专/中技及以上     360\n",
       "博士           110\n",
       "博士后           20\n",
       "Name: 学历, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display(数据分析_总['学历'].describe())\n",
    "\n",
    "数据分析_总['学历'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 经验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     20800\n",
       "unique        6\n",
       "top        3-5年\n",
       "freq       5938\n",
       "Name: 经验, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "3-5年     5938\n",
       "5-10年    4811\n",
       "1-3年     4475\n",
       "经验不限     3665\n",
       "一年以下      981\n",
       "10年以上     930\n",
       "Name: 经验, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(数据分析_总['经验'].describe())\n",
    "\n",
    "display(数据分析_总['经验'].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 公司地点 （字符处理）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>19176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>上海</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>3673</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            0\n",
       "count   19176\n",
       "unique    131\n",
       "top        上海\n",
       "freq     3673"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "上海    3673\n",
       "广州    1474\n",
       "北京    1466\n",
       "深圳    1325\n",
       "杭州    1313\n",
       "南京     864\n",
       "苏州     793\n",
       "成都     446\n",
       "宁波     439\n",
       "西安     333\n",
       "东莞     330\n",
       "无锡     310\n",
       "长沙     302\n",
       "青岛     292\n",
       "天津     283\n",
       "武汉     261\n",
       "重庆     253\n",
       "济南     242\n",
       "郑州     242\n",
       "常州     230\n",
       "合肥     221\n",
       "厦门     211\n",
       "佛山     190\n",
       "邵阳     140\n",
       "南通     130\n",
       "海口     122\n",
       "枣庄     120\n",
       "潍坊     120\n",
       "福州     112\n",
       "连云     110\n",
       "      ... \n",
       "云浮      10\n",
       "芜湖      10\n",
       "中卫      10\n",
       "淮安      10\n",
       "宜昌      10\n",
       "孝感      10\n",
       "鞍山      10\n",
       "湖州      10\n",
       "襄阳      10\n",
       "陕西      10\n",
       "咸宁      10\n",
       "兴安      10\n",
       "驻马      10\n",
       "鄂尔      10\n",
       "凉山      10\n",
       "抚州      10\n",
       "莆田      10\n",
       "营口      10\n",
       "商丘      10\n",
       "江门      10\n",
       "三明      10\n",
       "吉安      10\n",
       "龙岩      10\n",
       "湘潭      10\n",
       "四川      10\n",
       "江苏      10\n",
       "海南       6\n",
       "咸阳       4\n",
       "拉萨       2\n",
       "唐山       1\n",
       "Name: 0, Length: 131, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "公司地点_待处理=数据分析_总['公司地点'].to_list()\n",
    "# display(公司地点_待处理)\n",
    "\n",
    "# 抽取公司地点的城市\n",
    "\n",
    "# 去除nan值\n",
    "_公司地点_ = [i for i in 公司地点_待处理 if str(i) != 'nan' ] \n",
    "# _公司地点_\n",
    "\n",
    "公司地点列表=[]\n",
    "for i in _公司地点_:\n",
    "   公司地点列表.append(i[:2])\n",
    "# 公司地点列表\n",
    "\n",
    "# 创建表格\n",
    "公司地点=pd.DataFrame(公司地点列表)\n",
    "公司地点\n",
    "\n",
    "# 地区分析\n",
    "display(公司地点.describe())\n",
    "\n",
    "display(公司地点[0].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 薪水"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     20800\n",
       "unique      317\n",
       "top          面议\n",
       "freq       4026\n",
       "Name: 薪水, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "面议              4026\n",
       "10-15k·12薪      1251\n",
       "8-12k·12薪        885\n",
       "6-8k·12薪         670\n",
       "8-10k·12薪        621\n",
       "6-10k·12薪        610\n",
       "5-8k·12薪         460\n",
       "15-30k·12薪       420\n",
       "8-15k·12薪        410\n",
       "10-20k·12薪       390\n",
       "15-25k·12薪       371\n",
       "15-20k·12薪       351\n",
       "6-12k·12薪        350\n",
       "4-6k·12薪         290\n",
       "5-10k·12薪        251\n",
       "12-20k·12薪       250\n",
       "20-30k·12薪       230\n",
       "5-7k·12薪         190\n",
       "7-10k·12薪        160\n",
       "12-18k·12薪       160\n",
       "16-24k·12薪       150\n",
       "30-50k·12薪       150\n",
       "5-6k·12薪         140\n",
       "10-15k·13薪       140\n",
       "20-40k·12薪       140\n",
       "7-12k·12薪        140\n",
       "4-7k·12薪         140\n",
       "3-6k·12薪         130\n",
       "4-8k·12薪         129\n",
       "3-5k·12薪         120\n",
       "                ... \n",
       "40-43k·12薪        10\n",
       "8-12k·17薪         10\n",
       "11-17k·16薪        10\n",
       "25-40k·15薪        10\n",
       "25-35k·16薪        10\n",
       "36-48k·15薪        10\n",
       "25-35k·20薪        10\n",
       "40-68k·13薪        10\n",
       "50-70k·12薪        10\n",
       "13-15k·14薪        10\n",
       "25-30k·20薪        10\n",
       "40-70k·13薪        10\n",
       "150-180k·12薪      10\n",
       "10-20k·16薪        10\n",
       "25-50k·16薪        10\n",
       "4-8k·13薪          10\n",
       "11-16k·13薪        10\n",
       "20-40k·15薪        10\n",
       "23-27k·12薪        10\n",
       "11-15k·12薪        10\n",
       "15k·13薪           10\n",
       "12-25k·14薪        10\n",
       "20-25k·13薪        10\n",
       "50-80k·15薪        10\n",
       "13-25k·14薪        10\n",
       "16-22k·12薪        10\n",
       "15-28k·13薪        10\n",
       "15-30k·18薪        10\n",
       "45-75k·12薪         6\n",
       "6-9k·13薪           1\n",
       "Name: 薪水, Length: 317, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(数据分析_总['薪水'].describe())\n",
    "display(数据分析_总['薪水'].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 职称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     20800\n",
       "unique     1613\n",
       "top        销售经理\n",
       "freq        210\n",
       "Name: 职称, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "销售经理                                             210\n",
       "财务总监                                             190\n",
       "商务助理                                             175\n",
       "销售总监                                             150\n",
       "财务主管                                             130\n",
       "项目经理                                             130\n",
       "总经理助理                                            100\n",
       "产品经理                                             100\n",
       "采购经理                                              80\n",
       "财务经理                                              80\n",
       "财务助理                                              80\n",
       "软件工程师                                             80\n",
       "销售工程师                                             80\n",
       "招商经理                                              70\n",
       "销售代表                                              60\n",
       "人力资源总监                                            50\n",
       "人力资源经理                                            50\n",
       "客户经理                                              50\n",
       "平面设计师                                             50\n",
       "会计                                                50\n",
       "销售经理/大客户经理                                        50\n",
       "电气工程师                                             50\n",
       "市场经理                                              50\n",
       "招聘主管                                              41\n",
       "客户经理（汽车融资租赁）                                      40\n",
       "电商客户经理                                            40\n",
       "招聘专员                                              40\n",
       "电商运营经理                                            40\n",
       "电子工程师                                             40\n",
       "大客户销售                                             40\n",
       "                                                ... \n",
       "供应链运营总监（产品规划运营）                                   10\n",
       "玩具/赠品贸易跟单担当（日语）                                   10\n",
       "Art Director/Senior Art Director 美术指导/ 高级美术指导     10\n",
       "化妆品产品经理                                           10\n",
       "企业文化专员                                            10\n",
       "食品生产总监                                            10\n",
       "资深文案策划                                            10\n",
       "复合主管                                              10\n",
       "会计部副经理                                            10\n",
       "注塑经理                                              10\n",
       "环境检测销售经理                                          10\n",
       "销售部长                                              10\n",
       "干膜销售工程师 (职位编号：001)                                10\n",
       "JAVA架构师                                           10\n",
       "财务主管(新疆公司)                                        10\n",
       "资深数字设计工程师（MCU）                                    10\n",
       "HR-BP                                             10\n",
       "法务主管                                              10\n",
       "财务分析主管                                            10\n",
       "进出口商务专员                                           10\n",
       "司米橱柜事业部总监                                         10\n",
       "Quality Compliance Analyst, Apparel               10\n",
       "海外项目经理                                            10\n",
       "高级模拟设计研发总监                                        10\n",
       "网店运营                                              10\n",
       "30-软件工程师(FPGA方向)                                  10\n",
       "品牌推广专员                                            10\n",
       "Responsible Sourcing Specialist 社会责任专员            10\n",
       "客户服务团队负责人                                          4\n",
       "审计助理                                               1\n",
       "Name: 职称, Length: 1613, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(数据分析_总['职称'].describe())\n",
    "display(数据分析_总['职称'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "面议            30\n",
       "15-20k·12薪    20\n",
       "8-17k·12薪     10\n",
       "20-28k·13薪    10\n",
       "6-10k·12薪     10\n",
       "8-10k·12薪     10\n",
       "7-10k·12薪     10\n",
       "15-30k·13薪    10\n",
       "10-25k·12薪    10\n",
       "8-12k·12薪     10\n",
       "10-13k·12薪    10\n",
       "35-40k·14薪    10\n",
       "20-30k·12薪    10\n",
       "15-25k·12薪    10\n",
       "10-15k·13薪    10\n",
       "Name: 薪水, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "东莞数据=数据分析_总.set_index(\"公司地点\").loc[\"东莞\"]\n",
    "东莞数据['薪水'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level_0</th>\n",
       "      <th>序列</th>\n",
       "      <th>序列</th>\n",
       "      <th>curPage</th>\n",
       "      <th>keyword</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>时间</th>\n",
       "      <th>热门公司类型</th>\n",
       "      <th>经验</th>\n",
       "      <th>职称</th>\n",
       "      <th>薪水</th>\n",
       "      <th>链结</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10053871/</td>\n",
       "      <td>南京世赢乾网络科技有限公司</td>\n",
       "      <td>南京</td>\n",
       "      <td>2020年05月01日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>游戏数值策划</td>\n",
       "      <td>12-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1926593215.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9247796/</td>\n",
       "      <td>火猫TV</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>DOTA/CSGO运营专员</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927964805.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8470247/</td>\n",
       "      <td>湖南草花互动网络科技有限公司</td>\n",
       "      <td>长沙</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>战略分析经理</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1927947555.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8639897/</td>\n",
       "      <td>祖龙娱乐</td>\n",
       "      <td>北京</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>公共关系经理</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1927926677.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>技术美术</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1927457507.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏过场动画设计师</td>\n",
       "      <td>10-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927455383.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月30日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>3D动作设计师</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927205819.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/1815720/</td>\n",
       "      <td>成都创人所爱科技股份有限公司</td>\n",
       "      <td>成都</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>教研经理（数学思维）</td>\n",
       "      <td>8-16k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927817377.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8369114/</td>\n",
       "      <td>甴曱</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>次世代场景模型师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1923531233.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8622734/</td>\n",
       "      <td>网石科技</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏市场策划</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1919013169.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9289493/</td>\n",
       "      <td>3K游戏</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>数值策划</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>https://www.liepin.com/job/1926393481.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10260621/</td>\n",
       "      <td>英礴(上海)信息科技有限公司</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>手游QA工程师/手游测试工程师 | QA Engineer, Mobile</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1926460581.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10194081/</td>\n",
       "      <td>武汉虚咖科技有限公司</td>\n",
       "      <td>武汉-洪山区</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>休闲小游戏高级设计师（游戏策划岗）</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1924098311.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏运营专员</td>\n",
       "      <td>10-13k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927354013.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>3D动作</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1925144447.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>战斗策划</td>\n",
       "      <td>12-22k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1915832487.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9326766/</td>\n",
       "      <td>成都零点能量信息技术有限责任公司</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>golang开发工程师</td>\n",
       "      <td>16-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927787679.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9326766/</td>\n",
       "      <td>成都零点能量信息技术有限责任公司</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>java开发工程师</td>\n",
       "      <td>18-25k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927783543.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8639897/</td>\n",
       "      <td>祖龙娱乐</td>\n",
       "      <td>北京</td>\n",
       "      <td>2020年04月22日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>高级招聘专员</td>\n",
       "      <td>12-18k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1927656305.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/5534889/</td>\n",
       "      <td>恺英网络</td>\n",
       "      <td>上海</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>图形渲染</td>\n",
       "      <td>30-60k·14薪</td>\n",
       "      <td>https://www.liepin.com/job/1927627717.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/8894766/</td>\n",
       "      <td>那弩数码</td>\n",
       "      <td>石家庄-中山东路</td>\n",
       "      <td>2020年04月15日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>项目管理PM</td>\n",
       "      <td>2-4k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1918343267.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/9242684/</td>\n",
       "      <td>厦门泡游网络科技有限公司</td>\n",
       "      <td>厦门</td>\n",
       "      <td>2020年04月14日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>高级2D原画师(场景向)</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1926857209.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/7908057/</td>\n",
       "      <td>谜笛信息科技</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>2020年04月10日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>服务器高级开发工程师</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1913387523.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>西安</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997979.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>昆明</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997977.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>贵阳</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997975.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>太原</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997973.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>成都</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997971.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>重庆</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997969.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>设计</td>\n",
       "      <td>https://www.liepin.com/company/10127205/</td>\n",
       "      <td>深圳前海有一网络科技有限公司</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>商务助理</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927997967.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>20770</td>\n",
       "      <td>20770</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12002053/</td>\n",
       "      <td>仪诺万(常州)连接技术有限公司</td>\n",
       "      <td>常州</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>Accountant会计</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1925926821.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20771</td>\n",
       "      <td>20771</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9722318/</td>\n",
       "      <td>江苏伟博动力技术有限公司</td>\n",
       "      <td>无锡-惠山区</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>汽车项目销售</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1923854461.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20772</td>\n",
       "      <td>20772</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/10081251/</td>\n",
       "      <td>营口雷法耐火材料有限公司</td>\n",
       "      <td>营口</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>Production Manager 生产经理</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>https://www.liepin.com/job/1922986175.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20773</td>\n",
       "      <td>20773</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8126486/</td>\n",
       "      <td>光悦科技(深圳)有限公司</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2020年04月29日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>高级电子工程师</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1927251605.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>20774</td>\n",
       "      <td>20774</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9650436/</td>\n",
       "      <td>广州众投科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>服装设计师</td>\n",
       "      <td>7-11k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927810911.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>20775</td>\n",
       "      <td>20775</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9650436/</td>\n",
       "      <td>广州众投科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面辅料采购经理</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927536803.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>20776</td>\n",
       "      <td>20776</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>高级税务师</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1925472893.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>20777</td>\n",
       "      <td>20777</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>高级会计师</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1925472651.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20778</td>\n",
       "      <td>20778</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>安装造价工程师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1923021621.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20779</td>\n",
       "      <td>20779</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>土建造价工程师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1923021615.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>20780</td>\n",
       "      <td>20780</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/10041535/</td>\n",
       "      <td>博地控股集团有限公司</td>\n",
       "      <td>杭州-宁围</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>总裁秘书</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1922648561.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20781</td>\n",
       "      <td>20781</td>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9318072/</td>\n",
       "      <td>江苏菲沃泰纳米科技有限公司</td>\n",
       "      <td>无锡-惠山区</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>财务总监</td>\n",
       "      <td>25-35k·20薪</td>\n",
       "      <td>https://www.liepin.com/job/1915792154.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>20782</td>\n",
       "      <td>20782</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/1204397/</td>\n",
       "      <td>东莞市富盈房地产开发有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>法务经理（高级律师）</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1921792589.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>20783</td>\n",
       "      <td>20783</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9563982/</td>\n",
       "      <td>广州精陶机电设备有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>2020年04月28日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>海外服务工程师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1914189543.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>20784</td>\n",
       "      <td>20784</td>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/10163353/</td>\n",
       "      <td>四川天硕电气设备有限公司</td>\n",
       "      <td>成都</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>总经理助理（生产）</td>\n",
       "      <td>6-12k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927814639.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20785</td>\n",
       "      <td>20785</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电气维保工程师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927386517.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20786</td>\n",
       "      <td>20786</td>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电力施工管理</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927386433.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20787</td>\n",
       "      <td>20787</td>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>造价工程师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927149747.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>20788</td>\n",
       "      <td>20788</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>土建专业造价员</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1926570717.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20789</td>\n",
       "      <td>20789</td>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7992474/</td>\n",
       "      <td>方洋</td>\n",
       "      <td>连云港</td>\n",
       "      <td>2020年04月27日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>集团公司工会文艺总监</td>\n",
       "      <td>20-35k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927149755.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>20790</td>\n",
       "      <td>20790</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8353351/</td>\n",
       "      <td>东方麦田</td>\n",
       "      <td>佛山-顺德区</td>\n",
       "      <td>2020年04月26日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>工业设计总监</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://www.liepin.com/job/1927782651.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>20791</td>\n",
       "      <td>20791</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/7994639/</td>\n",
       "      <td>江苏盛世欣兴格力贸易有限公司</td>\n",
       "      <td>南京</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>项目部业务经理</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927716461.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>20792</td>\n",
       "      <td>20792</td>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8953540/</td>\n",
       "      <td>天津易丰兴业科技有限公司</td>\n",
       "      <td>天津</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927148625.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>20793</td>\n",
       "      <td>20793</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8953540/</td>\n",
       "      <td>天津易丰兴业科技有限公司</td>\n",
       "      <td>天津</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>会计</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927100323.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>20794</td>\n",
       "      <td>20794</td>\n",
       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8953540/</td>\n",
       "      <td>天津易丰兴业科技有限公司</td>\n",
       "      <td>天津</td>\n",
       "      <td>2020年04月24日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927100227.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>20795</td>\n",
       "      <td>20795</td>\n",
       "      <td>35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8096825/</td>\n",
       "      <td>中新苏州工业园区开发集团股份有限公司</td>\n",
       "      <td>苏州</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>财务部 高级执行员/资深执行员</td>\n",
       "      <td>8-14k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927687865.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>20796</td>\n",
       "      <td>20796</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/8096825/</td>\n",
       "      <td>中新苏州工业园区开发集团股份有限公司</td>\n",
       "      <td>苏州</td>\n",
       "      <td>2020年04月23日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>招商部 执行员/高级执行员/资深执行员</td>\n",
       "      <td>7-14k·18薪</td>\n",
       "      <td>https://www.liepin.com/job/1927687613.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>20797</td>\n",
       "      <td>20797</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12193883/</td>\n",
       "      <td>上海戒成健康咨询有限公司</td>\n",
       "      <td>上海-松江区</td>\n",
       "      <td>2020年04月21日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>心理咨询师</td>\n",
       "      <td>30-60k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1927202691.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>20798</td>\n",
       "      <td>20798</td>\n",
       "      <td>38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/9527484/</td>\n",
       "      <td>北京玉函健康科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019年11月08日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>保险业务经理</td>\n",
       "      <td>20-50k·12薪</td>\n",
       "      <td>https://www.liepin.com/job/1917718373.shtml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>20799</td>\n",
       "      <td>20799</td>\n",
       "      <td>39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12155823/</td>\n",
       "      <td>福建田洋九九文旅发展有限公司</td>\n",
       "      <td>泉州-晋江</td>\n",
       "      <td>2020年05月03日</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>6-9k·13薪</td>\n",
       "      <td>https://www.liepin.com/job/1928000323.shtml</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20800 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       level_0     序列  序列  curPage keyword  \\\n",
       "学历                                           \n",
       "大专及以上        0      0   0      0.0      设计   \n",
       "本科及以上        1      1   1      0.0      设计   \n",
       "本科及以上        2      2   2      0.0      设计   \n",
       "统招本科         3      3   3      0.0      设计   \n",
       "大专及以上        4      4   4      0.0      设计   \n",
       "统招本科         5      5   5      0.0      设计   \n",
       "本科及以上        6      6   6      0.0      设计   \n",
       "统招本科         7      7   7      0.0      设计   \n",
       "本科及以上        8      8   8      0.0      设计   \n",
       "本科及以上        9      9   9      0.0      设计   \n",
       "统招本科        10     10  10      0.0      设计   \n",
       "本科及以上       11     11  11      0.0      设计   \n",
       "大专及以上       12     12  12      0.0      设计   \n",
       "学历不限        13     13  13      0.0      设计   \n",
       "学历不限        14     14  14      0.0      设计   \n",
       "大专及以上       15     15  15      0.0      设计   \n",
       "本科及以上       16     16  16      0.0      设计   \n",
       "本科及以上       17     17  17      0.0      设计   \n",
       "统招本科        18     18  18      0.0      设计   \n",
       "大专及以上       19     19  19      0.0      设计   \n",
       "学历不限        20     20  20      0.0      设计   \n",
       "大专及以上       21     21  21      0.0      设计   \n",
       "本科及以上       22     22  22      0.0      设计   \n",
       "大专及以上       23     23  23      0.0      设计   \n",
       "大专及以上       24     24  24      0.0      设计   \n",
       "大专及以上       25     25  25      0.0      设计   \n",
       "大专及以上       26     26  26      0.0      设计   \n",
       "大专及以上       27     27  27      0.0      设计   \n",
       "大专及以上       28     28  28      0.0      设计   \n",
       "大专及以上       29     29  29      0.0      设计   \n",
       "...        ...    ...  ..      ...     ...   \n",
       "大专及以上    20770  20770  10      NaN     NaN   \n",
       "本科及以上    20771  20771  11      NaN     NaN   \n",
       "本科及以上    20772  20772  12      NaN     NaN   \n",
       "本科及以上    20773  20773  13      NaN     NaN   \n",
       "统招本科     20774  20774  14      NaN     NaN   \n",
       "统招本科     20775  20775  15      NaN     NaN   \n",
       "统招本科     20776  20776  16      NaN     NaN   \n",
       "统招本科     20777  20777  17      NaN     NaN   \n",
       "本科及以上    20778  20778  18      NaN     NaN   \n",
       "本科及以上    20779  20779  19      NaN     NaN   \n",
       "硕士及以上    20780  20780  20      NaN     NaN   \n",
       "本科及以上    20781  20781  21      NaN     NaN   \n",
       "统招本科     20782  20782  22      NaN     NaN   \n",
       "大专及以上    20783  20783  23      NaN     NaN   \n",
       "大专及以上    20784  20784  24      NaN     NaN   \n",
       "本科及以上    20785  20785  25      NaN     NaN   \n",
       "本科及以上    20786  20786  26      NaN     NaN   \n",
       "本科及以上    20787  20787  27      NaN     NaN   \n",
       "统招本科     20788  20788  28      NaN     NaN   \n",
       "本科及以上    20789  20789  29      NaN     NaN   \n",
       "大专及以上    20790  20790  30      NaN     NaN   \n",
       "大专及以上    20791  20791  31      NaN     NaN   \n",
       "硕士及以上    20792  20792  32      NaN     NaN   \n",
       "大专及以上    20793  20793  33      NaN     NaN   \n",
       "本科及以上    20794  20794  34      NaN     NaN   \n",
       "硕士及以上    20795  20795  35      NaN     NaN   \n",
       "硕士及以上    20796  20796  36      NaN     NaN   \n",
       "大专及以上    20797  20797  37      NaN     NaN   \n",
       "统招本科     20798  20798  38      NaN     NaN   \n",
       "大专及以上    20799  20799  39      NaN     NaN   \n",
       "\n",
       "                                          公司URL                公司名称      公司地点  \\\n",
       "学历                                                                              \n",
       "大专及以上  https://www.liepin.com/company/10053871/       南京世赢乾网络科技有限公司        南京   \n",
       "本科及以上   https://www.liepin.com/company/9247796/                火猫TV        上海   \n",
       "本科及以上   https://www.liepin.com/company/8470247/      湖南草花互动网络科技有限公司        长沙   \n",
       "统招本科    https://www.liepin.com/company/8639897/                祖龙娱乐        北京   \n",
       "大专及以上   https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "统招本科    https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "本科及以上   https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "统招本科    https://www.liepin.com/company/1815720/      成都创人所爱科技股份有限公司        成都   \n",
       "本科及以上   https://www.liepin.com/company/8369114/                  甴曱        深圳   \n",
       "本科及以上   https://www.liepin.com/company/8622734/                网石科技        深圳   \n",
       "统招本科    https://www.liepin.com/company/9289493/                3K游戏    广州-天河区   \n",
       "本科及以上  https://www.liepin.com/company/10260621/      英礴(上海)信息科技有限公司        上海   \n",
       "大专及以上  https://www.liepin.com/company/10194081/          武汉虚咖科技有限公司    武汉-洪山区   \n",
       "学历不限    https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "学历不限    https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "大专及以上   https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "本科及以上   https://www.liepin.com/company/9326766/    成都零点能量信息技术有限责任公司    成都-高新区   \n",
       "本科及以上   https://www.liepin.com/company/9326766/    成都零点能量信息技术有限责任公司    成都-高新区   \n",
       "统招本科    https://www.liepin.com/company/8639897/                祖龙娱乐        北京   \n",
       "大专及以上   https://www.liepin.com/company/5534889/                恺英网络        上海   \n",
       "学历不限    https://www.liepin.com/company/8894766/                那弩数码  石家庄-中山东路   \n",
       "大专及以上   https://www.liepin.com/company/9242684/        厦门泡游网络科技有限公司        厦门   \n",
       "本科及以上   https://www.liepin.com/company/7908057/              谜笛信息科技    上海-静安区   \n",
       "大专及以上  https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        西安   \n",
       "大专及以上  https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        昆明   \n",
       "大专及以上  https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        贵阳   \n",
       "大专及以上  https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        太原   \n",
       "大专及以上  https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        成都   \n",
       "大专及以上  https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        重庆   \n",
       "大专及以上  https://www.liepin.com/company/10127205/      深圳前海有一网络科技有限公司        深圳   \n",
       "...                                         ...                 ...       ...   \n",
       "大专及以上  https://www.liepin.com/company/12002053/     仪诺万(常州)连接技术有限公司        常州   \n",
       "本科及以上   https://www.liepin.com/company/9722318/        江苏伟博动力技术有限公司    无锡-惠山区   \n",
       "本科及以上  https://www.liepin.com/company/10081251/        营口雷法耐火材料有限公司        营口   \n",
       "本科及以上   https://www.liepin.com/company/8126486/        光悦科技(深圳)有限公司        深圳   \n",
       "统招本科    https://www.liepin.com/company/9650436/          广州众投科技有限公司        广州   \n",
       "统招本科    https://www.liepin.com/company/9650436/          广州众投科技有限公司        广州   \n",
       "统招本科    https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司        东莞   \n",
       "统招本科    https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司        东莞   \n",
       "本科及以上   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "本科及以上   https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "硕士及以上  https://www.liepin.com/company/10041535/          博地控股集团有限公司     杭州-宁围   \n",
       "本科及以上   https://www.liepin.com/company/9318072/       江苏菲沃泰纳米科技有限公司    无锡-惠山区   \n",
       "统招本科    https://www.liepin.com/company/1204397/      东莞市富盈房地产开发有限公司    东莞-厚街镇   \n",
       "大专及以上   https://www.liepin.com/company/9563982/        广州精陶机电设备有限公司        广州   \n",
       "大专及以上  https://www.liepin.com/company/10163353/        四川天硕电气设备有限公司        成都   \n",
       "本科及以上   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "本科及以上   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "本科及以上   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "统招本科    https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "本科及以上   https://www.liepin.com/company/7992474/                  方洋       连云港   \n",
       "大专及以上   https://www.liepin.com/company/8353351/                东方麦田    佛山-顺德区   \n",
       "大专及以上   https://www.liepin.com/company/7994639/      江苏盛世欣兴格力贸易有限公司        南京   \n",
       "硕士及以上   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "大专及以上   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "本科及以上   https://www.liepin.com/company/8953540/        天津易丰兴业科技有限公司        天津   \n",
       "硕士及以上   https://www.liepin.com/company/8096825/  中新苏州工业园区开发集团股份有限公司        苏州   \n",
       "硕士及以上   https://www.liepin.com/company/8096825/  中新苏州工业园区开发集团股份有限公司        苏州   \n",
       "大专及以上  https://www.liepin.com/company/12193883/        上海戒成健康咨询有限公司    上海-松江区   \n",
       "统招本科    https://www.liepin.com/company/9527484/        北京玉函健康科技有限公司       NaN   \n",
       "大专及以上  https://www.liepin.com/company/12155823/      福建田洋九九文旅发展有限公司     泉州-晋江   \n",
       "\n",
       "                时间 热门公司类型     经验                                     职称  \\\n",
       "学历                                                                        \n",
       "大专及以上  2020年05月01日    NaN   1-3年                                 游戏数值策划   \n",
       "本科及以上  2020年04月30日    NaN   一年以下                          DOTA/CSGO运营专员   \n",
       "本科及以上  2020年04月30日    NaN   3-5年                                 战略分析经理   \n",
       "统招本科   2020年04月30日    NaN   3-5年                                 公共关系经理   \n",
       "大专及以上  2020年04月30日    NaN   3-5年                                   技术美术   \n",
       "统招本科   2020年04月30日    NaN   3-5年                              游戏过场动画设计师   \n",
       "本科及以上  2020年04月30日    NaN   3-5年                                3D动作设计师   \n",
       "统招本科   2020年04月29日    NaN   3-5年                             教研经理（数学思维）   \n",
       "本科及以上  2020年04月29日    NaN   1-3年                               次世代场景模型师   \n",
       "本科及以上  2020年04月29日    NaN   3-5年                                 游戏市场策划   \n",
       "统招本科   2020年04月29日    NaN   3-5年                                   数值策划   \n",
       "本科及以上  2020年04月28日    NaN   3-5年  手游QA工程师/手游测试工程师 | QA Engineer, Mobile   \n",
       "大专及以上  2020年04月28日    NaN  5-10年                      休闲小游戏高级设计师（游戏策划岗）   \n",
       "学历不限   2020年04月27日    NaN   3-5年                                 游戏运营专员   \n",
       "学历不限   2020年04月27日    NaN   3-5年                                   3D动作   \n",
       "大专及以上  2020年04月27日    NaN   1-3年                                   战斗策划   \n",
       "本科及以上  2020年04月26日    NaN   3-5年                            golang开发工程师   \n",
       "本科及以上  2020年04月26日    NaN   3-5年                              java开发工程师   \n",
       "统招本科   2020年04月22日    NaN   1-3年                                 高级招聘专员   \n",
       "大专及以上  2020年04月21日    NaN   3-5年                                   图形渲染   \n",
       "学历不限   2020年04月15日    NaN   1-3年                                 项目管理PM   \n",
       "大专及以上  2020年04月14日    NaN   3-5年                           高级2D原画师(场景向)   \n",
       "本科及以上  2020年04月10日    NaN   3-5年                             服务器高级开发工程师   \n",
       "大专及以上  2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "大专及以上  2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "大专及以上  2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "大专及以上  2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "大专及以上  2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "大专及以上  2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "大专及以上  2020年05月03日    NaN   经验不限                                   商务助理   \n",
       "...            ...    ...    ...                                    ...   \n",
       "大专及以上  2020年04月29日   其他行业   3-5年                           Accountant会计   \n",
       "本科及以上  2020年04月29日   其他行业  5-10年                                 汽车项目销售   \n",
       "本科及以上  2020年04月29日   其他行业  10年以上                Production Manager 生产经理   \n",
       "本科及以上  2020年04月29日   其他行业  5-10年                                高级电子工程师   \n",
       "统招本科   2020年04月28日   其他行业   3-5年                                  服装设计师   \n",
       "统招本科   2020年04月28日   其他行业  5-10年                                面辅料采购经理   \n",
       "统招本科   2020年04月28日   其他行业  5-10年                                  高级税务师   \n",
       "统招本科   2020年04月28日   其他行业  5-10年                                  高级会计师   \n",
       "本科及以上  2020年04月28日   其他行业   3-5年                                安装造价工程师   \n",
       "本科及以上  2020年04月28日   其他行业   3-5年                                土建造价工程师   \n",
       "硕士及以上  2020年04月28日   其他行业   经验不限                                   总裁秘书   \n",
       "本科及以上  2020年04月28日   其他行业  10年以上                                   财务总监   \n",
       "统招本科   2020年04月28日   其他行业  5-10年                             法务经理（高级律师）   \n",
       "大专及以上  2020年04月28日   其他行业   3-5年                                海外服务工程师   \n",
       "大专及以上  2020年04月27日   其他行业   3-5年                              总经理助理（生产）   \n",
       "本科及以上  2020年04月27日   其他行业   3-5年                                电气维保工程师   \n",
       "本科及以上  2020年04月27日   其他行业   3-5年                                 电力施工管理   \n",
       "本科及以上  2020年04月27日   其他行业   3-5年                                  造价工程师   \n",
       "统招本科   2020年04月27日   其他行业  10年以上                                土建专业造价员   \n",
       "本科及以上  2020年04月27日   其他行业  5-10年                             集团公司工会文艺总监   \n",
       "大专及以上  2020年04月26日   其他行业  5-10年                                 工业设计总监   \n",
       "大专及以上  2020年04月24日   其他行业   1-3年                                项目部业务经理   \n",
       "硕士及以上  2020年04月24日   其他行业   1-3年                                   产品经理   \n",
       "大专及以上  2020年04月24日   其他行业   1-3年                                     会计   \n",
       "本科及以上  2020年04月24日   其他行业   经验不限                                   项目经理   \n",
       "硕士及以上  2020年04月23日   其他行业  5-10年                        财务部 高级执行员/资深执行员   \n",
       "硕士及以上  2020年04月23日   其他行业   3-5年                    招商部 执行员/高级执行员/资深执行员   \n",
       "大专及以上  2020年04月21日   其他行业   3-5年                                  心理咨询师   \n",
       "统招本科   2019年11月08日   其他行业   3-5年                                 保险业务经理   \n",
       "大专及以上  2020年05月03日   其他行业   3-5年                                   招聘主管   \n",
       "\n",
       "               薪水                                           链结  \n",
       "学历                                                              \n",
       "大专及以上  12-25k·12薪  https://www.liepin.com/job/1926593215.shtml  \n",
       "本科及以上   5-10k·12薪  https://www.liepin.com/job/1927964805.shtml  \n",
       "本科及以上          面议  https://www.liepin.com/job/1927947555.shtml  \n",
       "统招本科   15-20k·14薪  https://www.liepin.com/job/1927926677.shtml  \n",
       "大专及以上          面议  https://www.liepin.com/job/1927457507.shtml  \n",
       "统招本科   10-25k·12薪  https://www.liepin.com/job/1927455383.shtml  \n",
       "本科及以上  15-25k·12薪  https://www.liepin.com/job/1927205819.shtml  \n",
       "统招本科    8-16k·12薪  https://www.liepin.com/job/1927817377.shtml  \n",
       "本科及以上   8-10k·12薪  https://www.liepin.com/job/1923531233.shtml  \n",
       "本科及以上          面议  https://www.liepin.com/job/1919013169.shtml  \n",
       "统招本科   15-20k·13薪  https://www.liepin.com/job/1926393481.shtml  \n",
       "本科及以上          面议  https://www.liepin.com/job/1926460581.shtml  \n",
       "大专及以上  10-15k·14薪  https://www.liepin.com/job/1924098311.shtml  \n",
       "学历不限   10-13k·12薪  https://www.liepin.com/job/1927354013.shtml  \n",
       "学历不限   18-25k·14薪  https://www.liepin.com/job/1925144447.shtml  \n",
       "大专及以上  12-22k·12薪  https://www.liepin.com/job/1915832487.shtml  \n",
       "本科及以上  16-25k·12薪  https://www.liepin.com/job/1927787679.shtml  \n",
       "本科及以上  18-25k·12薪  https://www.liepin.com/job/1927783543.shtml  \n",
       "统招本科   12-18k·14薪  https://www.liepin.com/job/1927656305.shtml  \n",
       "大专及以上  30-60k·14薪  https://www.liepin.com/job/1927627717.shtml  \n",
       "学历不限     2-4k·12薪  https://www.liepin.com/job/1918343267.shtml  \n",
       "大专及以上  15-20k·12薪  https://www.liepin.com/job/1926857209.shtml  \n",
       "本科及以上          面议  https://www.liepin.com/job/1913387523.shtml  \n",
       "大专及以上   8-12k·12薪  https://www.liepin.com/job/1927997979.shtml  \n",
       "大专及以上   8-12k·12薪  https://www.liepin.com/job/1927997977.shtml  \n",
       "大专及以上   8-12k·12薪  https://www.liepin.com/job/1927997975.shtml  \n",
       "大专及以上   8-12k·12薪  https://www.liepin.com/job/1927997973.shtml  \n",
       "大专及以上   8-12k·12薪  https://www.liepin.com/job/1927997971.shtml  \n",
       "大专及以上   8-12k·12薪  https://www.liepin.com/job/1927997969.shtml  \n",
       "大专及以上   8-12k·12薪  https://www.liepin.com/job/1927997967.shtml  \n",
       "...           ...                                          ...  \n",
       "大专及以上    4-7k·12薪  https://www.liepin.com/job/1925926821.shtml  \n",
       "本科及以上          面议  https://www.liepin.com/job/1923854461.shtml  \n",
       "本科及以上  20-30k·13薪  https://www.liepin.com/job/1922986175.shtml  \n",
       "本科及以上          面议  https://www.liepin.com/job/1927251605.shtml  \n",
       "统招本科    7-11k·12薪  https://www.liepin.com/job/1927810911.shtml  \n",
       "统招本科   10-15k·12薪  https://www.liepin.com/job/1927536803.shtml  \n",
       "统招本科   15-20k·12薪  https://www.liepin.com/job/1925472893.shtml  \n",
       "统招本科   15-20k·12薪  https://www.liepin.com/job/1925472651.shtml  \n",
       "本科及以上  10-15k·12薪  https://www.liepin.com/job/1923021621.shtml  \n",
       "本科及以上  10-15k·12薪  https://www.liepin.com/job/1923021615.shtml  \n",
       "硕士及以上          面议  https://www.liepin.com/job/1922648561.shtml  \n",
       "本科及以上  25-35k·20薪  https://www.liepin.com/job/1915792154.shtml  \n",
       "统招本科           面议  https://www.liepin.com/job/1921792589.shtml  \n",
       "大专及以上   8-10k·12薪  https://www.liepin.com/job/1914189543.shtml  \n",
       "大专及以上   6-12k·12薪  https://www.liepin.com/job/1927814639.shtml  \n",
       "本科及以上  10-15k·12薪  https://www.liepin.com/job/1927386517.shtml  \n",
       "本科及以上  10-15k·12薪  https://www.liepin.com/job/1927386433.shtml  \n",
       "本科及以上   8-10k·12薪  https://www.liepin.com/job/1927149747.shtml  \n",
       "统招本科           面议  https://www.liepin.com/job/1926570717.shtml  \n",
       "本科及以上  20-35k·12薪  https://www.liepin.com/job/1927149755.shtml  \n",
       "大专及以上          面议  https://www.liepin.com/job/1927782651.shtml  \n",
       "大专及以上   8-10k·12薪  https://www.liepin.com/job/1927716461.shtml  \n",
       "硕士及以上   8-20k·12薪  https://www.liepin.com/job/1927148625.shtml  \n",
       "大专及以上    4-6k·12薪  https://www.liepin.com/job/1927100323.shtml  \n",
       "本科及以上  10-15k·12薪  https://www.liepin.com/job/1927100227.shtml  \n",
       "硕士及以上   8-14k·12薪  https://www.liepin.com/job/1927687865.shtml  \n",
       "硕士及以上   7-14k·18薪  https://www.liepin.com/job/1927687613.shtml  \n",
       "大专及以上  30-60k·12薪  https://www.liepin.com/job/1927202691.shtml  \n",
       "统招本科   20-50k·12薪  https://www.liepin.com/job/1917718373.shtml  \n",
       "大专及以上    6-9k·13薪  https://www.liepin.com/job/1928000323.shtml  \n",
       "\n",
       "[20800 rows x 14 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "数据分析_总.set_index(['学历'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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